Promote tracker patterns to org third parties via worker

Manual moves of a non-extension TrackerPattern lacking a ThirdPartyID now request mapping, which the tracker-mapping worker resolves with a four-stage pipeline: exact common_third_party_id link, heuristic ranking, agent disambiguation, and finally CreateFromCommon. Existing fuzzy-matched org rows are tagged with common_third_party_id so the next promotion takes the O(1) exact-link path. The matching primitives live in pkg/thirdparty (RankCandidates, LinkToCommon, CreateFromCommon, ScoredCandidate, threshold constants) so the disambiguation agent and the heuristic share one candidate type. Cookiebanner orchestrates them; cookie-banner-specific concerns (pattern -> common-pattern -> common-party navigation, the EXTENSION gate, and structured logs) stay in the worker. Signed-off-by: Émile Ré <emile@probo.com>
2026-05-28 17:20:36 +02:00
parent 33ddba9770
commit a99a4dde14
12 changed files with 1491 additions and 94 deletions
--- a/contrib/claude/file-naming.md
+++ b/contrib/claude/file-naming.md
@@ -42,17 +42,48 @@ pkg/cookiebanner/pattern_analysis_worker.go

 ## Agent files

-When a package has a worker that uses an agent, the agent construction logic
-goes in `<worker_prefix>_agent.go` alongside `<worker_prefix>_worker.go`. The
-worker file stays focused on `Claim`/`Process` and handler methods; the agent
-file owns agent construction, prompt building, constants, config, and the
-`//go:embed` directive for prompt templates.
+A file whose **sole purpose** is to construct and operate an agent uses the
+`<name>_agent.go` suffix. The agent file owns agent construction, prompt
+building, the `//go:embed` directive for prompt templates, the typed result,
+the agent-specific config, and any agent-only constants (timeout, confidence
+threshold). Callers (workers, services) hold a `*agent.Agent` field and import
+the file's `Build…Agent` constructor.
+
+This applies in two shapes:
+
+1. **Paired with a worker** (most common). The worker file
+   `<worker_prefix>_worker.go` stays focused on `Claim`/`Process`, and the
+   agent it uses lives in `<worker_prefix>_agent.go` next to it.
+
+   ```
+   pkg/cookiebanner/tracker_mapping_worker.go   -- worker handler
+   pkg/cookiebanner/tracker_mapping_agent.go    -- agent construction + prompts
+   ```
+
+2. **Standalone, called from elsewhere.** When the agent is consumed by a
+   different package (or by multiple packages — e.g. an agent that operates on
+   a domain entity, used by several feature workers), it lives in the package
+   that owns the domain, named `<purpose>_agent.go`.
+
+   ```
+   pkg/thirdparty/disambiguation_agent.go   -- catalog→org ThirdParty matcher
+   pkg/vetting/sub_agent.go                  -- generic vetting sub-agent
+   ```
+
+A file is NOT renamed to `_agent.go` when the agent is incidental to a service
+that does substantially more than agent orchestration (e.g. CRUD, caching,
+auth). In that case the file keeps its service name and the agent is built
+inline:

 ```
-pkg/cookiebanner/tracker_mapping_worker.go   -- worker handler
-pkg/cookiebanner/tracker_mapping_agent.go    -- agent construction + prompts
+pkg/evidencedescriber/evidencedescriber.go   -- single-file describer service
+pkg/vetting/assessment.go                     -- third-party assessment service
 ```

+If the agent construction grows past a few dozen lines or sprouts its own
+prompt embed / typed result / config struct, extract it into a sibling
+`<purpose>_agent.go`.
+
 ## Tool files

 Each agent tool lives in its own `<tool_name>_tool.go` file, named after the
--- a/pkg/cookiebanner/service.go
+++ b/pkg/cookiebanner/service.go
@@ -2628,6 +2628,20 @@ func (s *Service) MoveTrackerPatternToCategory(
 				return fmt.Errorf("cannot update tracker pattern: %w", err)
 			}

+			// A manual move is the user's signal that this is a
+			// real tracker. Enqueue the tracker-mapping worker so
+			// it can promote the pattern to an org ThirdParty (or
+			// link an existing one) — never EXTENSION-sourced
+			// patterns, and never patterns we already promoted.
+			// SetMappingRequested is idempotent: it short-circuits
+			// when mapping_requested_at is already non-NULL.
+			if pattern.ThirdPartyID == nil &&
+				(pattern.Source == nil || *pattern.Source != coredata.CookieSourceExtension) {
+				if err := pattern.SetMappingRequested(ctx, tx); err != nil {
+					return fmt.Errorf("cannot enqueue tracker mapping after move: %w", err)
+				}
+			}
+
 			var banner coredata.CookieBanner
 			if err := banner.LoadByID(ctx, tx, scope, pattern.CookieBannerID); err != nil {
 				return fmt.Errorf("cannot load cookie banner: %w", err)
--- a/pkg/cookiebanner/tracker_mapping_agent.go
+++ b/pkg/cookiebanner/tracker_mapping_agent.go
@@ -48,6 +48,9 @@ type TrackerMappingAgentResult struct {
 	Confidence     float64                     `json:"confidence" jsonschema:"Confidence level from 0.0 to 1.0. Set below 0.5 if unsure."`
 }

+// TrackerMappingConfig configures the tracker-mapping agent (catalog
+// identification). The agent uses DB-backed search tools and may also
+// use Firecrawl for web search when an API key is supplied.
 type TrackerMappingConfig struct {
 	LLMClient       *llm.Client
 	Model           string
--- a/pkg/cookiebanner/tracker_mapping_worker.go
+++ b/pkg/cookiebanner/tracker_mapping_worker.go
@@ -28,18 +28,21 @@ import (
 	"go.probo.inc/probo/pkg/gid"
 	"go.probo.inc/probo/pkg/llm"
 	"go.probo.inc/probo/pkg/slug"
+	"go.probo.inc/probo/pkg/thirdparty"
 )

 type trackerMappingHandler struct {
-	pg     *pg.Client
-	logger *log.Logger
-	agent  *agent.Agent
+	pg                  *pg.Client
+	logger              *log.Logger
+	mappingAgent        *agent.Agent
+	disambiguationAgent *agent.Agent
 }

 func NewTrackerMappingWorker(
 	pgClient *pg.Client,
 	logger *log.Logger,
-	cfg TrackerMappingConfig,
+	mappingCfg TrackerMappingConfig,
+	disambiguationCfg thirdparty.DisambiguationConfig,
 	opts ...worker.Option,
 ) *worker.Worker[coredata.TrackerPattern] {
 	h := &trackerMappingHandler{
@@ -47,8 +50,12 @@ func NewTrackerMappingWorker(
 		logger: logger,
 	}

-	if cfg.LLMClient != nil {
-		h.agent = buildTrackerMappingAgent(cfg, pgClient, logger)
+	if mappingCfg.LLMClient != nil {
+		h.mappingAgent = buildTrackerMappingAgent(mappingCfg, pgClient, logger)
+	}
+
+	if disambiguationCfg.LLMClient != nil {
+		h.disambiguationAgent = thirdparty.BuildDisambiguationAgent(disambiguationCfg, logger)
 	}

 	return worker.New(
@@ -82,40 +89,62 @@ func (h *trackerMappingHandler) Claim(ctx context.Context) (coredata.TrackerPatt
 	return tp, nil
 }

+// Process resolves the catalog mapping (when missing) and then promotes
+// the pattern to an org ThirdParty (when eligible). When a pattern is
+// re-triggered by a manual move (it already carries a
+// common_tracker_pattern_id), we MUST NOT re-resolve the catalog: the
+// existing link is preserved and we jump straight to third-party
+// promotion.
 func (h *trackerMappingHandler) Process(ctx context.Context, tp coredata.TrackerPattern) error {
 	return h.pg.WithTx(
 		ctx,
 		func(ctx context.Context, tx pg.Tx) error {
 			var (
 				commonPatternID *gid.GID
-				thirdPartyID    *gid.GID
 				err             error
 			)

-			commonPatternID, thirdPartyID, err = h.matchByPattern(ctx, tx, tp)
-			if err != nil {
-				return fmt.Errorf("cannot match by pattern: %w", err)
-			}
-
-			if commonPatternID == nil {
-				commonPatternID, thirdPartyID, err = h.matchByDomain(ctx, tx, tp)
+			if tp.CommonTrackerPatternID != nil {
+				commonPatternID = tp.CommonTrackerPatternID
+			} else {
+				commonPatternID, err = h.matchByPattern(ctx, tx, tp)
 				if err != nil {
-					return fmt.Errorf("cannot match by domain: %w", err)
+					return fmt.Errorf("cannot match by pattern: %w", err)
+				}
+
+				if commonPatternID == nil {
+					commonPatternID, err = h.matchByDomain(ctx, tx, tp)
+					if err != nil {
+						return fmt.Errorf("cannot match by domain: %w", err)
+					}
+				}
+
+				if commonPatternID == nil && h.mappingAgent != nil {
+					commonPatternID, err = h.identifyWithAgent(ctx, tx, tp)
+					if err != nil {
+						return fmt.Errorf("cannot identify with agent: %w", err)
+					}
+				}
+
+				if commonPatternID == nil {
+					commonPatternID, err = h.createUnmatchedPattern(ctx, tx, tp)
+					if err != nil {
+						return fmt.Errorf("cannot create unmatched pattern: %w", err)
+					}
 				}
 			}

-			if commonPatternID == nil && h.agent != nil {
-				commonPatternID, thirdPartyID, err = h.identifyWithAgent(ctx, tx, tp)
-				if err != nil {
-					return fmt.Errorf("cannot identify with agent: %w", err)
-				}
-			}
+			thirdPartyID := tp.ThirdPartyID

-			if commonPatternID == nil {
-				commonPatternID, err = h.createUnmatchedPattern(ctx, tx, tp)
+			if thirdPartyID == nil &&
+				commonPatternID != nil &&
+				(tp.Source == nil || *tp.Source != coredata.CookieSourceExtension) {
+				promoted, err := h.promoteThirdParty(ctx, tx, tp, *commonPatternID)
 				if err != nil {
-					return fmt.Errorf("cannot create unmatched pattern: %w", err)
+					return fmt.Errorf("cannot promote third party: %w", err)
 				}
+
+				thirdPartyID = promoted
 			}

 			if commonPatternID != nil || thirdPartyID != nil {
@@ -136,59 +165,55 @@ func (h *trackerMappingHandler) Process(ctx context.Context, tp coredata.Tracker
 	)
 }

+// matchByPattern looks for a catalog row with the same pattern. It now
+// only returns the catalog ID; third-party resolution happens later in
+// promoteThirdParty.
 func (h *trackerMappingHandler) matchByPattern(
 	ctx context.Context,
 	conn pg.Querier,
 	tp coredata.TrackerPattern,
-) (*gid.GID, *gid.GID, error) {
+) (*gid.GID, error) {
 	var commonPattern coredata.CommonTrackerPattern
 	if err := commonPattern.LoadByPattern(ctx, conn, tp.TrackerType, tp.Pattern, tp.MaxAgeSeconds); err != nil {
 		if errors.Is(err, coredata.ErrResourceNotFound) {
-			return nil, nil, nil
+			return nil, nil
 		}

-		return nil, nil, fmt.Errorf("cannot load common tracker pattern: %w", err)
+		return nil, fmt.Errorf("cannot load common tracker pattern: %w", err)
 	}

-	var thirdPartyID *gid.GID
-
-	if commonPattern.CommonThirdPartyID != nil {
-		var err error
-
-		thirdPartyID, err = h.resolveThirdParty(ctx, conn, tp, &commonPattern)
-		if err != nil {
-			return nil, nil, fmt.Errorf("cannot resolve third party from pattern match: %w", err)
-		}
-	}
-
-	return &commonPattern.ID, thirdPartyID, nil
+	return &commonPattern.ID, nil
 }

+// matchByDomain finds a CommonThirdParty whose registered domains
+// overlap the pattern's observed initiator domains, and upserts a
+// CommonTrackerPattern linking the two. As with matchByPattern,
+// third-party resolution is deferred to promoteThirdParty.
 func (h *trackerMappingHandler) matchByDomain(
 	ctx context.Context,
 	tx pg.Tx,
 	tp coredata.TrackerPattern,
-) (*gid.GID, *gid.GID, error) {
+) (*gid.GID, error) {
 	var trackers coredata.DetectedTrackers

 	domains, err := trackers.LoadInitiatorDomainsByTrackerPatternID(ctx, tx, tp.ID, 10)
 	if err != nil {
-		return nil, nil, fmt.Errorf("cannot load initiator domains: %w", err)
+		return nil, fmt.Errorf("cannot load initiator domains: %w", err)
 	}

 	if len(domains) == 0 {
-		return nil, nil, nil
+		return nil, nil
 	}

 	filter := coredata.NewCommonThirdPartyDomainFilter(domains)

 	var matchedDomains coredata.CommonThirdPartyDomains
 	if err := matchedDomains.Load(ctx, tx, 1, filter); err != nil {
-		return nil, nil, fmt.Errorf("cannot load common third party domain by domain match: %w", err)
+		return nil, fmt.Errorf("cannot load common third party domain by domain match: %w", err)
 	}

 	if len(matchedDomains) == 0 {
-		return nil, nil, nil
+		return nil, nil
 	}

 	commonThirdPartyID := matchedDomains[0].CommonThirdPartyID
@@ -208,22 +233,17 @@ func (h *trackerMappingHandler) matchByDomain(
 	}

 	if _, err := commonPattern.Upsert(ctx, tx); err != nil {
-		return nil, nil, fmt.Errorf("cannot upsert common tracker pattern from domain match: %w", err)
+		return nil, fmt.Errorf("cannot upsert common tracker pattern from domain match: %w", err)
 	}

-	thirdPartyID, err := h.resolveThirdParty(ctx, tx, tp, &commonPattern)
-	if err != nil {
-		return nil, nil, fmt.Errorf("cannot resolve third party from domain match: %w", err)
-	}
-
-	return &commonPattern.ID, thirdPartyID, nil
+	return &commonPattern.ID, nil
 }

 func (h *trackerMappingHandler) identifyWithAgent(
 	ctx context.Context,
 	tx pg.Tx,
 	tp coredata.TrackerPattern,
-) (*gid.GID, *gid.GID, error) {
+) (*gid.GID, error) {
 	var trackers coredata.DetectedTrackers

 	domains, err := trackers.LoadInitiatorDomainsByTrackerPatternID(ctx, tx, tp.ID, 5)
@@ -238,7 +258,7 @@ func (h *trackerMappingHandler) identifyWithAgent(

 	result, err := agent.RunTyped[TrackerMappingAgentResult](
 		agentCtx,
-		h.agent,
+		h.mappingAgent,
 		[]llm.Message{
 			{
 				Role:  llm.RoleUser,
@@ -254,7 +274,7 @@ func (h *trackerMappingHandler) identifyWithAgent(
 			log.String("pattern", tp.Pattern),
 		)

-		return nil, nil, nil
+		return nil, nil
 	}

 	identification := result.Output
@@ -267,7 +287,7 @@ func (h *trackerMappingHandler) identifyWithAgent(
 			log.Float64("confidence", identification.Confidence),
 		)

-		return nil, nil, nil
+		return nil, nil
 	}

 	confidence := float32(identification.Confidence)
@@ -284,7 +304,7 @@ func (h *trackerMappingHandler) identifyWithAgent(
 			domains,
 		)
 		if err != nil {
-			return nil, nil, fmt.Errorf("cannot resolve or create common third party: %w", err)
+			return nil, fmt.Errorf("cannot resolve or create common third party: %w", err)
 		}
 	}

@@ -303,12 +323,7 @@ func (h *trackerMappingHandler) identifyWithAgent(
 	}

 	if _, err := commonPattern.Upsert(ctx, tx); err != nil {
-		return nil, nil, fmt.Errorf("cannot upsert common tracker pattern from agent: %w", err)
-	}
-
-	thirdPartyID, err := h.resolveThirdParty(ctx, tx, tp, &commonPattern)
-	if err != nil {
-		return nil, nil, fmt.Errorf("cannot resolve third party from agent match: %w", err)
+		return nil, fmt.Errorf("cannot upsert common tracker pattern from agent: %w", err)
 	}

 	h.logger.InfoCtx(
@@ -319,7 +334,7 @@ func (h *trackerMappingHandler) identifyWithAgent(
 		log.Float64("confidence", identification.Confidence),
 	)

-	return &commonPattern.ID, thirdPartyID, nil
+	return &commonPattern.ID, nil
 }

 func (h *trackerMappingHandler) resolveOrCreateCommonThirdParty(
@@ -408,32 +423,163 @@ func (h *trackerMappingHandler) createUnmatchedPattern(
 	return &commonPattern.ID, nil
 }

-func (h *trackerMappingHandler) resolveThirdParty(
+// promoteThirdParty resolves an org ThirdParty for the given pattern
+// once the catalog mapping is known. The resolution order is:
+//
+//  1. Exact link by common_third_party_id (O(1)).
+//  2. Heuristic match against the org's existing ThirdParty rows
+//     (lowercased name, suffix-stripped name, slug, website host,
+//     CommonThirdPartyDomain overlap).
+//  3. Agent disambiguation when the heuristic is ambiguous.
+//  4. Fallback create from CommonThirdParty.
+//
+// A confident heuristic/agent match is auto-tagged with
+// common_third_party_id so subsequent promotions hit the exact-link
+// path in O(1). Returns (nil, nil) when the catalog row has no
+// CommonThirdPartyID — there is nothing to promote to.
+func (h *trackerMappingHandler) promoteThirdParty(
 	ctx context.Context,
-	conn pg.Querier,
+	tx pg.Tx,
 	tp coredata.TrackerPattern,
-	commonPattern *coredata.CommonTrackerPattern,
+	commonPatternID gid.GID,
 ) (*gid.GID, error) {
+	var commonPattern coredata.CommonTrackerPattern
+	if err := commonPattern.LoadByID(ctx, tx, commonPatternID); err != nil {
+		return nil, fmt.Errorf("cannot load common tracker pattern: %w", err)
+	}
+
 	if commonPattern.CommonThirdPartyID == nil {
 		return nil, nil
 	}

+	commonThirdPartyID := *commonPattern.CommonThirdPartyID
 	scope := coredata.NewScopeFromObjectID(tp.ID)

-	var t coredata.ThirdParty
-	if err := t.LoadByOrganizationIDAndCommonThirdPartyID(
+	var existing coredata.ThirdParty
+
+	err := existing.LoadByOrganizationIDAndCommonThirdPartyID(
 		ctx,
-		conn,
+		tx,
 		scope,
 		tp.OrganizationID,
-		*commonPattern.CommonThirdPartyID,
-	); err != nil {
-		if errors.Is(err, coredata.ErrResourceNotFound) {
-			return nil, nil
-		}
-
-		return nil, fmt.Errorf("cannot resolve third party: %w", err)
+		commonThirdPartyID,
+	)
+	if err == nil {
+		return &existing.ID, nil
 	}

-	return &t.ID, nil
+	if !errors.Is(err, coredata.ErrResourceNotFound) {
+		return nil, fmt.Errorf("cannot load org third party by common id: %w", err)
+	}
+
+	var commonParty coredata.CommonThirdParty
+	if err := commonParty.LoadByID(ctx, tx, commonThirdPartyID); err != nil {
+		return nil, fmt.Errorf("cannot load common third party: %w", err)
+	}
+
+	var commonDomains coredata.CommonThirdPartyDomains
+	if err := commonDomains.LoadByCommonThirdPartyID(ctx, tx, commonThirdPartyID); err != nil {
+		return nil, fmt.Errorf("cannot load common third party domains: %w", err)
+	}
+
+	var orgThirdParties coredata.ThirdParties
+	if err := orgThirdParties.LoadAllByOrganizationID(ctx, tx, scope, tp.OrganizationID); err != nil {
+		return nil, fmt.Errorf("cannot load org third parties: %w", err)
+	}
+
+	ranked := thirdparty.RankCandidates(commonParty, commonDomains, orgThirdParties)
+
+	if len(ranked) > 0 && ranked[0].Score >= thirdparty.HighConfidenceScore {
+		picked := ranked[0].ThirdParty
+
+		if err := thirdparty.LinkToCommon(ctx, tx, scope, picked, commonThirdPartyID); err != nil {
+			return nil, fmt.Errorf("cannot link fuzzy-matched third party to common: %w", err)
+		}
+
+		h.logger.InfoCtx(
+			ctx,
+			"promoted tracker pattern via heuristic match",
+			log.String("tracker_pattern_id", tp.ID.String()),
+			log.String("third_party_id", picked.ID.String()),
+			log.Float64("score", ranked[0].Score),
+		)
+
+		return &picked.ID, nil
+	}
+
+	agentSet := ranked
+	if len(agentSet) > thirdparty.MaxAgentCandidates {
+		agentSet = agentSet[:thirdparty.MaxAgentCandidates]
+	}
+
+	eligibleForAgent := false
+
+	for _, c := range agentSet {
+		if c.Score >= thirdparty.MinAgentScore {
+			eligibleForAgent = true
+
+			break
+		}
+	}
+
+	if eligibleForAgent && h.disambiguationAgent != nil {
+		matchedID, err := thirdparty.Disambiguate(
+			ctx,
+			h.disambiguationAgent,
+			h.logger,
+			commonParty,
+			commonDomains,
+			agentSet,
+		)
+		if err != nil {
+			h.logger.WarnCtx(
+				ctx,
+				"third-party disambiguation agent failed",
+				log.Error(err),
+				log.String("tracker_pattern_id", tp.ID.String()),
+			)
+		}
+
+		if matchedID != nil {
+			var picked *coredata.ThirdParty
+
+			for _, c := range agentSet {
+				if c.ThirdParty.ID == *matchedID {
+					picked = c.ThirdParty
+
+					break
+				}
+			}
+
+			if picked != nil {
+				if err := thirdparty.LinkToCommon(ctx, tx, scope, picked, commonThirdPartyID); err != nil {
+					return nil, fmt.Errorf("cannot link agent-matched third party to common: %w", err)
+				}
+
+				h.logger.InfoCtx(
+					ctx,
+					"promoted tracker pattern via disambiguation agent",
+					log.String("tracker_pattern_id", tp.ID.String()),
+					log.String("third_party_id", picked.ID.String()),
+				)
+
+				return &picked.ID, nil
+			}
+		}
+	}
+
+	created, err := thirdparty.CreateFromCommon(ctx, tx, scope, tp.OrganizationID, commonParty)
+	if err != nil {
+		return nil, fmt.Errorf("cannot create third party from common: %w", err)
+	}
+
+	h.logger.InfoCtx(
+		ctx,
+		"promoted tracker pattern by creating org third party from catalog",
+		log.String("tracker_pattern_id", tp.ID.String()),
+		log.String("third_party_id", created.ID.String()),
+		log.String("common_third_party_id", commonThirdPartyID.String()),
+	)
+
+	return &created.ID, nil
 }
--- a/pkg/cookiebanner/tracker_mapping_worker_test.go
+++ b/pkg/cookiebanner/tracker_mapping_worker_test.go
@@ -0,0 +1,495 @@
+// Copyright (c) 2026 Probo Inc <hello@getprobo.com>.
+//
+// Permission to use, copy, modify, and/or distribute this software for any
+// purpose with or without fee is hereby granted, provided that the above
+// copyright notice and this permission notice appear in all copies.
+//
+// THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH
+// REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY
+// AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,
+// INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM
+// LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR
+// OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
+// PERFORMANCE OF THIS SOFTWARE.
+
+package cookiebanner
+
+import (
+	"context"
+	"io"
+	"testing"
+	"time"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+	"go.gearno.de/kit/log"
+	"go.gearno.de/kit/pg"
+	"go.probo.inc/probo/pkg/coredata"
+	"go.probo.inc/probo/pkg/gid"
+)
+
+//go:fix inline
+func ptr[T any](v T) *T { return new(v) }
+
+// promotionFixture extends workerFixture with a CommonThirdParty and a
+// CommonTrackerPattern linking the catalog to the test pattern. It is
+// the minimum scaffolding promoteThirdParty needs to run end-to-end.
+type promotionFixture struct {
+	workerFixture
+	commonThirdParty   coredata.CommonThirdParty
+	commonPatternID    gid.GID
+	trackerPattern     coredata.TrackerPattern
+	commonThirdPartyID gid.GID
+}
+
+func seedPromotionFixture(t *testing.T, ctx context.Context, client *pg.Client) promotionFixture {
+	t.Helper()
+
+	fx := seedWorkerFixture(t, ctx, client)
+	now := time.Now().UTC().Truncate(time.Microsecond)
+
+	commonThirdPartyID := gid.New(gid.NilTenant, coredata.CommonThirdPartyEntityType)
+	commonThirdParty := coredata.CommonThirdParty{
+		ID:             commonThirdPartyID,
+		Name:           "Google",
+		Slug:           "google",
+		Category:       coredata.ThirdPartyCategoryAnalytics,
+		WebsiteURL:     new("https://google.com"),
+		Certifications: []string{},
+		CreatedAt:      now,
+		UpdatedAt:      now,
+	}
+
+	commonPattern := coredata.CommonTrackerPattern{
+		ID:                 gid.New(gid.NilTenant, coredata.CommonTrackerPatternEntityType),
+		CommonThirdPartyID: &commonThirdPartyID,
+		TrackerType:        coredata.TrackerTypeCookie,
+		Pattern:            "_ga",
+		MatchType:          coredata.TrackerPatternMatchTypeExact,
+		Description:        "",
+		Confidence:         0.9,
+		CreatedAt:          now,
+		UpdatedAt:          now,
+	}
+
+	pattern := coredata.TrackerPattern{
+		ID:                     gid.New(fx.scope.GetTenantID(), coredata.TrackerPatternEntityType),
+		OrganizationID:         fx.organizationID,
+		CookieBannerID:         fx.banner.ID,
+		CookieCategoryID:       fx.normalCategoryID,
+		CommonTrackerPatternID: &commonPattern.ID,
+		TrackerType:            coredata.TrackerTypeCookie,
+		Pattern:                "_ga",
+		MatchType:              coredata.TrackerPatternMatchTypeExact,
+		DisplayName:            "_ga",
+		Description:            "",
+		CreatedAt:              now,
+		UpdatedAt:              now,
+	}
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		if err := commonThirdParty.Insert(ctx, tx); err != nil {
+			return err
+		}
+
+		if _, err := commonPattern.Upsert(ctx, tx); err != nil {
+			return err
+		}
+
+		return pattern.Insert(ctx, tx, fx.scope)
+	}))
+
+	t.Cleanup(func() {
+		_ = client.WithTx(context.Background(), func(ctx context.Context, tx pg.Tx) error {
+			if _, err := tx.Exec(ctx, `DELETE FROM common_third_party_domains WHERE common_third_party_id = $1`, commonThirdPartyID); err != nil {
+				return err
+			}
+
+			if _, err := tx.Exec(ctx, `DELETE FROM common_tracker_patterns WHERE id = $1`, commonPattern.ID); err != nil {
+				return err
+			}
+
+			if _, err := tx.Exec(ctx, `DELETE FROM common_third_parties WHERE id = $1`, commonThirdPartyID); err != nil {
+				return err
+			}
+
+			if _, err := tx.Exec(ctx, `DELETE FROM third_parties WHERE organization_id = $1`, fx.organizationID); err != nil {
+				return err
+			}
+
+			return nil
+		})
+	})
+
+	return promotionFixture{
+		workerFixture:      fx,
+		commonThirdParty:   commonThirdParty,
+		commonPatternID:    commonPattern.ID,
+		commonThirdPartyID: commonThirdPartyID,
+		trackerPattern:     pattern,
+	}
+}
+
+func newMappingHandler(client *pg.Client) *trackerMappingHandler {
+	return &trackerMappingHandler{
+		pg:     client,
+		logger: log.NewLogger(log.WithOutput(io.Discard)),
+	}
+}
+
+// promote runs promoteThirdParty inside its own transaction so each
+// test case starts from a clean state.
+func promote(
+	t *testing.T,
+	ctx context.Context,
+	h *trackerMappingHandler,
+	client *pg.Client,
+	tp coredata.TrackerPattern,
+	commonPatternID gid.GID,
+) *gid.GID {
+	t.Helper()
+
+	var got *gid.GID
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		var err error
+
+		got, err = h.promoteThirdParty(ctx, tx, tp, commonPatternID)
+
+		return err
+	}))
+
+	return got
+}
+
+func TestPromoteThirdParty_ExactCommonLink(t *testing.T) {
+	t.Parallel()
+
+	client := newTestPgClient(t)
+	ctx := context.Background()
+	fx := seedPromotionFixture(t, ctx, client)
+
+	now := time.Now().UTC().Truncate(time.Microsecond)
+	existing := coredata.ThirdParty{
+		ID:                 gid.New(fx.scope.GetTenantID(), coredata.ThirdPartyEntityType),
+		OrganizationID:     fx.organizationID,
+		CommonThirdPartyID: &fx.commonThirdPartyID,
+		Name:               "Google LLC",
+		Category:           coredata.ThirdPartyCategoryAnalytics,
+		Certifications:     []string{},
+		Countries:          coredata.CountryCodes{},
+		CreatedAt:          now,
+		UpdatedAt:          now,
+	}
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		return existing.Insert(ctx, tx, fx.scope)
+	}))
+
+	got := promote(t, ctx, newMappingHandler(client), client, fx.trackerPattern, fx.commonPatternID)
+
+	require.NotNil(t, got)
+	assert.Equal(t, existing.ID, *got, "should return the existing org ThirdParty linked by common id")
+}
+
+func TestPromoteThirdParty_HeuristicMatch(t *testing.T) {
+	t.Parallel()
+
+	client := newTestPgClient(t)
+	ctx := context.Background()
+	fx := seedPromotionFixture(t, ctx, client)
+
+	now := time.Now().UTC().Truncate(time.Microsecond)
+	manualEntry := coredata.ThirdParty{
+		ID:             gid.New(fx.scope.GetTenantID(), coredata.ThirdPartyEntityType),
+		OrganizationID: fx.organizationID,
+		Name:           "Google LLC",
+		Category:       coredata.ThirdPartyCategoryAnalytics,
+		Certifications: []string{},
+		Countries:      coredata.CountryCodes{},
+		CreatedAt:      now,
+		UpdatedAt:      now,
+	}
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		return manualEntry.Insert(ctx, tx, fx.scope)
+	}))
+
+	got := promote(t, ctx, newMappingHandler(client), client, fx.trackerPattern, fx.commonPatternID)
+
+	require.NotNil(t, got)
+	assert.Equal(t, manualEntry.ID, *got, "heuristic match should return the manually-entered ThirdParty")
+
+	var reloaded coredata.ThirdParty
+
+	require.NoError(t, client.WithConn(ctx, func(ctx context.Context, conn pg.Querier) error {
+		return reloaded.LoadByID(ctx, conn, fx.scope, manualEntry.ID)
+	}))
+
+	require.NotNil(t, reloaded.CommonThirdPartyID, "matched row must be tagged with common_third_party_id")
+	assert.Equal(t, fx.commonThirdPartyID, *reloaded.CommonThirdPartyID)
+}
+
+func TestPromoteThirdParty_FallbackCreate(t *testing.T) {
+	t.Parallel()
+
+	client := newTestPgClient(t)
+	ctx := context.Background()
+	fx := seedPromotionFixture(t, ctx, client)
+
+	got := promote(t, ctx, newMappingHandler(client), client, fx.trackerPattern, fx.commonPatternID)
+
+	require.NotNil(t, got, "fallback should create a new ThirdParty")
+
+	var reloaded coredata.ThirdParty
+
+	require.NoError(t, client.WithConn(ctx, func(ctx context.Context, conn pg.Querier) error {
+		return reloaded.LoadByID(ctx, conn, fx.scope, *got)
+	}))
+
+	assert.Equal(t, fx.organizationID, reloaded.OrganizationID)
+	assert.Equal(t, "Google", reloaded.Name)
+	require.NotNil(t, reloaded.CommonThirdPartyID)
+	assert.Equal(t, fx.commonThirdPartyID, *reloaded.CommonThirdPartyID)
+	assert.Equal(t, coredata.ThirdPartyCategoryAnalytics, reloaded.Category)
+	assert.False(t, reloaded.FirstLevel)
+	assert.False(t, reloaded.ShowOnTrustCenter)
+}
+
+func TestPromoteThirdParty_NoCommonThirdPartyOnPattern(t *testing.T) {
+	t.Parallel()
+
+	client := newTestPgClient(t)
+	ctx := context.Background()
+	fx := seedWorkerFixture(t, ctx, client)
+
+	now := time.Now().UTC().Truncate(time.Microsecond)
+	commonPattern := coredata.CommonTrackerPattern{
+		ID:          gid.New(gid.NilTenant, coredata.CommonTrackerPatternEntityType),
+		TrackerType: coredata.TrackerTypeCookie,
+		Pattern:     "unknown_xyz",
+		MatchType:   coredata.TrackerPatternMatchTypeExact,
+		Description: "",
+		Confidence:  0.5,
+		CreatedAt:   now,
+		UpdatedAt:   now,
+	}
+
+	pattern := coredata.TrackerPattern{
+		ID:                     gid.New(fx.scope.GetTenantID(), coredata.TrackerPatternEntityType),
+		OrganizationID:         fx.organizationID,
+		CookieBannerID:         fx.banner.ID,
+		CookieCategoryID:       fx.normalCategoryID,
+		CommonTrackerPatternID: &commonPattern.ID,
+		TrackerType:            coredata.TrackerTypeCookie,
+		Pattern:                "unknown_xyz",
+		MatchType:              coredata.TrackerPatternMatchTypeExact,
+		DisplayName:            "unknown_xyz",
+		CreatedAt:              now,
+		UpdatedAt:              now,
+	}
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		if _, err := commonPattern.Upsert(ctx, tx); err != nil {
+			return err
+		}
+
+		return pattern.Insert(ctx, tx, fx.scope)
+	}))
+
+	t.Cleanup(func() {
+		_ = client.WithTx(context.Background(), func(ctx context.Context, tx pg.Tx) error {
+			_, err := tx.Exec(ctx, `DELETE FROM common_tracker_patterns WHERE id = $1`, commonPattern.ID)
+
+			return err
+		})
+	})
+
+	got := promote(t, ctx, newMappingHandler(client), client, pattern, commonPattern.ID)
+
+	assert.Nil(t, got, "patterns whose catalog row has no CommonThirdPartyID should not be promoted")
+}
+
+// TestProcess_PreservesCatalogMappingOnReTrigger asserts that when
+// Process is called for a pattern that already carries a
+// common_tracker_pattern_id, the catalog pipeline is skipped and the
+// existing catalog link is preserved verbatim.
+func TestProcess_PreservesCatalogMappingOnReTrigger(t *testing.T) {
+	t.Parallel()
+
+	client := newTestPgClient(t)
+	ctx := context.Background()
+	fx := seedPromotionFixture(t, ctx, client)
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		return fx.trackerPattern.SetMappingRequested(ctx, tx)
+	}))
+
+	h := newMappingHandler(client)
+	require.NoError(t, h.Process(ctx, fx.trackerPattern))
+
+	var reloaded coredata.TrackerPattern
+
+	require.NoError(t, client.WithConn(ctx, func(ctx context.Context, conn pg.Querier) error {
+		return reloaded.LoadByID(ctx, conn, fx.scope, fx.trackerPattern.ID)
+	}))
+
+	require.NotNil(t, reloaded.CommonTrackerPatternID, "common tracker pattern link must be preserved")
+	assert.Equal(t, fx.commonPatternID, *reloaded.CommonTrackerPatternID)
+	require.NotNil(t, reloaded.ThirdPartyID, "the worker should have promoted to an org ThirdParty")
+}
+
+// TestProcess_ExtensionPatternIsNotPromoted asserts that even when a
+// pattern has a catalog link, a Source=EXTENSION pattern stays
+// un-promoted.
+func TestProcess_ExtensionPatternIsNotPromoted(t *testing.T) {
+	t.Parallel()
+
+	client := newTestPgClient(t)
+	ctx := context.Background()
+	fx := seedPromotionFixture(t, ctx, client)
+
+	now := time.Now().UTC().Truncate(time.Microsecond)
+	source := coredata.CookieSourceExtension
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		_, err := tx.Exec(
+			ctx,
+			`UPDATE tracker_patterns
+			   SET source = $1,
+			       mapping_requested_at = $2
+			 WHERE id = $3`,
+			source,
+			now,
+			fx.trackerPattern.ID,
+		)
+
+		return err
+	}))
+
+	var reloadedBefore coredata.TrackerPattern
+
+	require.NoError(t, client.WithConn(ctx, func(ctx context.Context, conn pg.Querier) error {
+		return reloadedBefore.LoadByID(ctx, conn, fx.scope, fx.trackerPattern.ID)
+	}))
+
+	h := newMappingHandler(client)
+	require.NoError(t, h.Process(ctx, reloadedBefore))
+
+	var reloaded coredata.TrackerPattern
+
+	require.NoError(t, client.WithConn(ctx, func(ctx context.Context, conn pg.Querier) error {
+		return reloaded.LoadByID(ctx, conn, fx.scope, fx.trackerPattern.ID)
+	}))
+
+	assert.Nil(t, reloaded.ThirdPartyID, "EXTENSION-sourced pattern must not be promoted")
+}
+
+// TestProcess_NoOpWhenAlreadyPromoted asserts that re-running the
+// worker on a pattern that already has a third_party_id leaves the
+// row alone (the guard in Process).
+func TestProcess_NoOpWhenAlreadyPromoted(t *testing.T) {
+	t.Parallel()
+
+	client := newTestPgClient(t)
+	ctx := context.Background()
+	fx := seedPromotionFixture(t, ctx, client)
+
+	now := time.Now().UTC().Truncate(time.Microsecond)
+	preExisting := coredata.ThirdParty{
+		ID:                 gid.New(fx.scope.GetTenantID(), coredata.ThirdPartyEntityType),
+		OrganizationID:     fx.organizationID,
+		CommonThirdPartyID: &fx.commonThirdPartyID,
+		Name:               "Google",
+		Category:           coredata.ThirdPartyCategoryAnalytics,
+		Certifications:     []string{},
+		Countries:          coredata.CountryCodes{},
+		CreatedAt:          now,
+		UpdatedAt:          now,
+	}
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		if err := preExisting.Insert(ctx, tx, fx.scope); err != nil {
+			return err
+		}
+
+		fx.trackerPattern.ThirdPartyID = &preExisting.ID
+
+		_, err := tx.Exec(
+			ctx,
+			`UPDATE tracker_patterns
+			   SET third_party_id = $1,
+			       mapping_requested_at = $2
+			 WHERE id = $3`,
+			preExisting.ID,
+			now,
+			fx.trackerPattern.ID,
+		)
+
+		return err
+	}))
+
+	var reloadedBefore coredata.TrackerPattern
+
+	require.NoError(t, client.WithConn(ctx, func(ctx context.Context, conn pg.Querier) error {
+		return reloadedBefore.LoadByID(ctx, conn, fx.scope, fx.trackerPattern.ID)
+	}))
+
+	h := newMappingHandler(client)
+	require.NoError(t, h.Process(ctx, reloadedBefore))
+
+	var reloaded coredata.TrackerPattern
+
+	require.NoError(t, client.WithConn(ctx, func(ctx context.Context, conn pg.Querier) error {
+		return reloaded.LoadByID(ctx, conn, fx.scope, fx.trackerPattern.ID)
+	}))
+
+	require.NotNil(t, reloaded.ThirdPartyID)
+	assert.Equal(t, preExisting.ID, *reloaded.ThirdPartyID, "third_party_id must not be overwritten")
+}
+
+func TestPromoteThirdParty_ExactCommonLinkIgnoresSimilarUnlinked(t *testing.T) {
+	t.Parallel()
+
+	client := newTestPgClient(t)
+	ctx := context.Background()
+	fx := seedPromotionFixture(t, ctx, client)
+
+	now := time.Now().UTC().Truncate(time.Microsecond)
+
+	manualEntry := coredata.ThirdParty{
+		ID:             gid.New(fx.scope.GetTenantID(), coredata.ThirdPartyEntityType),
+		OrganizationID: fx.organizationID,
+		Name:           "Google LLC",
+		Category:       coredata.ThirdPartyCategoryAnalytics,
+		Certifications: []string{},
+		Countries:      coredata.CountryCodes{},
+		CreatedAt:      now,
+		UpdatedAt:      now,
+	}
+
+	linked := coredata.ThirdParty{
+		ID:                 gid.New(fx.scope.GetTenantID(), coredata.ThirdPartyEntityType),
+		OrganizationID:     fx.organizationID,
+		CommonThirdPartyID: &fx.commonThirdPartyID,
+		Name:               "Google",
+		Category:           coredata.ThirdPartyCategoryAnalytics,
+		Certifications:     []string{},
+		Countries:          coredata.CountryCodes{},
+		CreatedAt:          now,
+		UpdatedAt:          now,
+	}
+
+	require.NoError(t, client.WithTx(ctx, func(ctx context.Context, tx pg.Tx) error {
+		if err := manualEntry.Insert(ctx, tx, fx.scope); err != nil {
+			return err
+		}
+
+		return linked.Insert(ctx, tx, fx.scope)
+	}))
+
+	got := promote(t, ctx, newMappingHandler(client), client, fx.trackerPattern, fx.commonPatternID)
+
+	require.NotNil(t, got)
+	assert.Equal(t, linked.ID, *got, "exact-link path must short-circuit before the heuristic fires")
+}
--- a/pkg/coredata/third_party.go
+++ b/pkg/coredata/third_party.go
@@ -645,6 +645,7 @@ func (v *ThirdParty) Update(
 	q := `
 UPDATE third_parties
 SET
+	common_third_party_id = @common_third_party_id,
 	name = @name,
 	description = @description,
 	category = @category,
@@ -675,6 +676,7 @@ WHERE %s
 	args := pgx.StrictNamedArgs{
 		"third_party_id":                   v.ID,
 		"updated_at":                       time.Now(),
+		"common_third_party_id":            v.CommonThirdPartyID,
 		"name":                             v.Name,
 		"description":                      v.Description,
 		"category":                         v.Category,
--- a/pkg/probod/probod.go
+++ b/pkg/probod/probod.go
@@ -313,7 +313,7 @@ func (impl *Implm) Run(
 		return err
 	}

-	trackerMappingCfg, err := impl.buildTrackerMappingConfig(l, tp, r)
+	trackerMappingCfg, thirdPartyDisambiguationCfg, err := impl.buildTrackerMappingConfig(l, tp, r)
 	if err != nil {
 		return err
 	}
@@ -725,7 +725,7 @@ func (impl *Implm) Run(
 		},
 	)

-	trackerMappingWorker := cookiebanner.NewTrackerMappingWorker(pgClient, l, trackerMappingCfg)
+	trackerMappingWorker := cookiebanner.NewTrackerMappingWorker(pgClient, l, trackerMappingCfg, thirdPartyDisambiguationCfg)
 	trackerMappingWorkerCtx, stopTrackerMappingWorker := context.WithCancel(context.Background())

 	wg.Go(
--- a/pkg/probod/tracker_mapping.go
+++ b/pkg/probod/tracker_mapping.go
@@ -21,18 +21,28 @@ import (
 	"go.gearno.de/kit/log"
 	"go.opentelemetry.io/otel/trace"
 	"go.probo.inc/probo/pkg/cookiebanner"
+	"go.probo.inc/probo/pkg/thirdparty"
 )

-// buildTrackerMappingConfig wires the tracker-mapping agent. It is opt-in:
-// deployments that do not set `llm.tracker-mapping.provider` get a zero
-// config (nil LLM client) so the worker runs without agent fallback.
+// buildTrackerMappingConfig wires the tracker-mapping agent (catalog
+// identification) and the third-party disambiguation agent that the
+// tracker-mapping worker uses to promote patterns to org ThirdParties.
+// Both are opt-in: deployments that do not set
+// `llm.tracker-mapping.provider` get zero configs (nil LLM client) so
+// the worker runs without agent fallback.
+//
+// Both agents are sourced from the same `tracker-mapping` config slot
+// because they share the LLM client, model, and lifecycle. The
+// disambiguation agent has no Firecrawl/DB tools, so its config
+// surface is narrower and it lives in the cross-domain pkg/thirdparty
+// package.
 func (impl *Implm) buildTrackerMappingConfig(
 	l *log.Logger,
 	tp trace.TracerProvider,
 	r prometheus.Registerer,
-) (cookiebanner.TrackerMappingConfig, error) {
+) (cookiebanner.TrackerMappingConfig, thirdparty.DisambiguationConfig, error) {
 	if impl.cfg.Agents.TrackerMapping.Provider == "" {
-		return cookiebanner.TrackerMappingConfig{}, nil
+		return cookiebanner.TrackerMappingConfig{}, thirdparty.DisambiguationConfig{}, nil
 	}

 	agentCfg, llmClient, err := impl.resolveAgentClient(
@@ -43,12 +53,19 @@ func (impl *Implm) buildTrackerMappingConfig(
 		r,
 	)
 	if err != nil {
-		return cookiebanner.TrackerMappingConfig{}, fmt.Errorf("cannot resolve tracker mapping agent client: %w", err)
+		return cookiebanner.TrackerMappingConfig{}, thirdparty.DisambiguationConfig{}, fmt.Errorf("cannot resolve tracker mapping agent client: %w", err)
 	}

-	return cookiebanner.TrackerMappingConfig{
+	mappingCfg := cookiebanner.TrackerMappingConfig{
 		LLMClient:       llmClient,
 		Model:           agentCfg.ModelName,
 		FirecrawlAPIKey: impl.cfg.Agents.Tools.FirecrawlAPIKey,
-	}, nil
+	}
+
+	disambiguationCfg := thirdparty.DisambiguationConfig{
+		LLMClient: llmClient,
+		Model:     agentCfg.ModelName,
+	}
+
+	return mappingCfg, disambiguationCfg, nil
 }
--- a/pkg/thirdparty/disambiguation_agent.go
+++ b/pkg/thirdparty/disambiguation_agent.go
@@ -0,0 +1,209 @@
+// Copyright (c) 2026 Probo Inc <hello@getprobo.com>.
+//
+// Permission to use, copy, modify, and/or distribute this software for any
+// purpose with or without fee is hereby granted, provided that the above
+// copyright notice and this permission notice appear in all copies.
+//
+// THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH
+// REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY
+// AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,
+// INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM
+// LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR
+// OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
+// PERFORMANCE OF THIS SOFTWARE.
+
+package thirdparty
+
+import (
+	"context"
+	_ "embed"
+	"fmt"
+	"strings"
+	"time"
+
+	"go.gearno.de/kit/log"
+	"go.probo.inc/probo/pkg/agent"
+	"go.probo.inc/probo/pkg/coredata"
+	"go.probo.inc/probo/pkg/gid"
+	"go.probo.inc/probo/pkg/llm"
+)
+
+//go:embed prompts/disambiguation.txt.tmpl
+var disambiguationPrompt string
+
+const (
+	// disambiguationConfidenceThreshold is the floor below which we
+	// treat the agent's pick as "no confident match" even when it
+	// returned a non-nil matched_id. Mirrors the conservative bias
+	// described in the prompt.
+	disambiguationConfidenceThreshold = 0.6
+
+	// disambiguationTimeout caps a single disambiguation run. The
+	// agent has no tools and a single turn, so this is mostly a
+	// guard against a hung LLM provider, not a real budget.
+	disambiguationTimeout = 60 * time.Second
+)
+
+// DisambiguationConfig configures the third-party disambiguation
+// agent. The agent has no DB tools and no web-search tools: the
+// candidate list is supplied entirely in the prompt and the agent
+// only picks among it.
+type DisambiguationConfig struct {
+	LLMClient *llm.Client
+	Model     string
+}
+
+// DisambiguationResult is the structured output the disambiguation
+// agent returns when picking the best existing org ThirdParty for a
+// catalog entry.
+type DisambiguationResult struct {
+	MatchedID  *string `json:"matched_id"  jsonschema:"GID of the org third party that best matches, or null if none of the candidates is a confident match."`
+	Confidence float64 `json:"confidence"  jsonschema:"Confidence level from 0.0 to 1.0. Below 0.6 means 'no confident match' and matched_id MUST be null."`
+	Reasoning  string  `json:"reasoning"   jsonschema:"One short sentence describing the rationale."`
+}
+
+// BuildDisambiguationAgent wires the agent that picks the best
+// existing org ThirdParty for a catalog entry. It deliberately has
+// no tools: the candidate list is supplied in the prompt and the
+// agent must only choose among it.
+func BuildDisambiguationAgent(
+	cfg DisambiguationConfig,
+	logger *log.Logger,
+) *agent.Agent {
+	outputType, err := agent.NewOutputType[DisambiguationResult]("third_party_disambiguation")
+	if err != nil {
+		panic(fmt.Sprintf("thirdparty: cannot build disambiguation output type: %s", err))
+	}
+
+	return agent.New(
+		"third-party-disambiguation",
+		cfg.LLMClient,
+		agent.WithInstructions(disambiguationPrompt),
+		agent.WithModel(cfg.Model),
+		agent.WithOutputType(outputType),
+		agent.WithMaxTurns(1),
+		agent.WithLogger(logger),
+	)
+}
+
+// Disambiguate runs the agent against the given catalog third party
+// and candidate list, and returns the matched candidate's ID — or
+// nil when the agent picks "none", returns a confidence below the
+// threshold, or fails. Errors from the agent itself are returned;
+// "no confident match" is not an error.
+//
+// The matched candidate is identified by string equality against the
+// IDs supplied in `candidates`; we never invent IDs from the agent's
+// output, so a model that hallucinates an ID is treated as "none".
+func Disambiguate(
+	ctx context.Context,
+	a *agent.Agent,
+	logger *log.Logger,
+	commonParty coredata.CommonThirdParty,
+	commonDomains coredata.CommonThirdPartyDomains,
+	candidates []ScoredCandidate,
+) (*gid.GID, error) {
+	if a == nil || len(candidates) == 0 {
+		return nil, nil
+	}
+
+	prompt := buildDisambiguationPrompt(commonParty, commonDomains, candidates)
+
+	agentCtx, cancel := context.WithTimeout(ctx, disambiguationTimeout)
+	defer cancel()
+
+	result, err := agent.RunTyped[DisambiguationResult](
+		agentCtx,
+		a,
+		[]llm.Message{
+			{
+				Role:  llm.RoleUser,
+				Parts: []llm.Part{llm.TextPart{Text: prompt}},
+			},
+		},
+	)
+	if err != nil {
+		return nil, fmt.Errorf("cannot run disambiguation agent: %w", err)
+	}
+
+	out := result.Output
+
+	if out.MatchedID == nil || *out.MatchedID == "" {
+		return nil, nil
+	}
+
+	if out.Confidence < disambiguationConfidenceThreshold {
+		logger.InfoCtx(
+			ctx,
+			"disambiguation agent below confidence threshold",
+			log.String("matched_id", *out.MatchedID),
+			log.Float64("confidence", out.Confidence),
+		)
+
+		return nil, nil
+	}
+
+	for _, c := range candidates {
+		if c.ThirdParty.ID.String() == *out.MatchedID {
+			id := c.ThirdParty.ID
+
+			return &id, nil
+		}
+	}
+
+	logger.WarnCtx(
+		ctx,
+		"disambiguation agent returned id not in candidate list",
+		log.String("matched_id", *out.MatchedID),
+	)
+
+	return nil, nil
+}
+
+// buildDisambiguationPrompt formats the catalog third party and the
+// heuristic-ranked candidate list into the user message for the
+// disambiguation agent. The prompt is intentionally compact: the
+// agent only needs ids, names, websites, and the heuristic score to
+// decide.
+func buildDisambiguationPrompt(
+	commonParty coredata.CommonThirdParty,
+	commonDomains coredata.CommonThirdPartyDomains,
+	candidates []ScoredCandidate,
+) string {
+	var b strings.Builder
+
+	b.WriteString("Catalog third party:\n")
+	fmt.Fprintf(&b, "  name: %s\n", commonParty.Name)
+
+	if commonParty.WebsiteURL != nil && *commonParty.WebsiteURL != "" {
+		fmt.Fprintf(&b, "  website: %s\n", *commonParty.WebsiteURL)
+	}
+
+	if len(commonDomains) > 0 {
+		domains := make([]string, len(commonDomains))
+		for i, d := range commonDomains {
+			domains[i] = d.Domain
+		}
+
+		fmt.Fprintf(&b, "  domains: %s\n", strings.Join(domains, ", "))
+	}
+
+	b.WriteString("\nCandidate organisation third parties (heuristic-ranked):\n")
+
+	for i, c := range candidates {
+		fmt.Fprintf(&b, "- id: %s\n", c.ThirdParty.ID.String())
+		fmt.Fprintf(&b, "  name: %s\n", c.ThirdParty.Name)
+
+		if c.ThirdParty.WebsiteURL != nil && *c.ThirdParty.WebsiteURL != "" {
+			fmt.Fprintf(&b, "  website: %s\n", *c.ThirdParty.WebsiteURL)
+		}
+
+		fmt.Fprintf(&b, "  heuristic_score: %.2f\n", c.Score)
+
+		if i < len(candidates)-1 {
+			b.WriteString("\n")
+		}
+	}
+
+	return b.String()
+}
--- a/pkg/thirdparty/match.go
+++ b/pkg/thirdparty/match.go
@@ -0,0 +1,274 @@
+// Copyright (c) 2026 Probo Inc <hello@getprobo.com>.
+//
+// Permission to use, copy, modify, and/or distribute this software for any
+// purpose with or without fee is hereby granted, provided that the above
+// copyright notice and this permission notice appear in all copies.
+//
+// THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH
+// REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY
+// AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,
+// INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM
+// LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR
+// OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
+// PERFORMANCE OF THIS SOFTWARE.
+
+package thirdparty
+
+import (
+	"context"
+	"fmt"
+	"sort"
+	"strings"
+	"time"
+
+	"go.gearno.de/kit/pg"
+	"go.probo.inc/probo/pkg/coredata"
+	"go.probo.inc/probo/pkg/gid"
+	"go.probo.inc/probo/pkg/slug"
+	"go.probo.inc/probo/pkg/uri"
+)
+
+// Heuristic thresholds for matching a CommonThirdParty to an existing
+// org ThirdParty. Exported so callers can short-circuit explicitly
+// (skip the agent, fall back to creating, etc.) instead of duplicating
+// magic numbers.
+const (
+	// HighConfidenceScore is the floor at which a heuristic match
+	// is treated as obvious (exact name, suffix-stripped name, slug
+	// equality). Callers typically link without consulting the
+	// agent at this score.
+	HighConfidenceScore = 0.85
+
+	// MinAgentScore is the floor below which a candidate is
+	// statistical noise and should not be shown to the
+	// disambiguation agent. Below this, callers typically prefer
+	// to create a fresh row over asking the model to pick among
+	// weak candidates.
+	MinAgentScore = 0.6
+
+	// MaxAgentCandidates caps the candidate list shown to the
+	// disambiguation agent. The list is heuristic-ranked, so the
+	// top few are the only ones worth the agent's tokens.
+	MaxAgentCandidates = 5
+)
+
+// ScoredCandidate is a scored heuristic-match candidate. It is the
+// unified currency between the heuristic ranker (RankCandidates) and
+// the disambiguation agent (Disambiguate): the agent renders the
+// `ThirdParty` fields plus the score directly into its prompt, with
+// no intermediate DTO.
+type ScoredCandidate struct {
+	ThirdParty *coredata.ThirdParty
+	Score      float64
+}
+
+// corporateSuffixes are the legal-form noise words stripped when
+// comparing third-party names heuristically. The list is intentionally
+// short and conservative: matching "Foo Inc" to "Foo" is safe, but
+// stripping "Group" or "Services" would over-match unrelated entries.
+//
+// Order matters: stripCorporateSuffixes returns on the first match,
+// so longer / comma-prefixed forms must come before their shorter
+// siblings (", inc." before " inc.", which itself comes before " inc").
+var corporateSuffixes = []string{
+	" incorporated",
+	" corporation",
+	", inc.",
+	", inc",
+	" l.l.c.",
+	" s.a.s.",
+	" inc.",
+	" inc",
+	" llc",
+	" ltd.",
+	" ltd",
+	" limited",
+	" gmbh",
+	" s.a.",
+	" sas",
+	" sa",
+	" ag",
+	" plc",
+	" corp.",
+	" corp",
+	" co.",
+	" co",
+	" b.v.",
+	" bv",
+}
+
+// RankCandidates ranks org ThirdParty rows by how likely each is to
+// represent the given CommonThirdParty. Returned slice is sorted by
+// descending score; only candidates with score > 0 are kept. Pure
+// function: no I/O, deterministic on its inputs.
+//
+// Scoring (highest match wins; website-host overlap can lift a name
+// miss to 0.8):
+//
+//   - exact lowercase name                                      = 1.0
+//   - lowercase name with corporate suffix stripped, equal      = 0.9
+//   - slug equality (slug.Make on the org's name)               = 0.85
+//   - website host (eTLD+1) overlap with the catalog domain set = 0.8
+func RankCandidates(
+	commonParty coredata.CommonThirdParty,
+	commonDomains coredata.CommonThirdPartyDomains,
+	candidates coredata.ThirdParties,
+) []ScoredCandidate {
+	commonName := strings.ToLower(strings.TrimSpace(commonParty.Name))
+	commonStripped := stripCorporateSuffixes(commonName)
+	commonSlug := commonParty.Slug
+
+	commonHost := ""
+	if commonParty.WebsiteURL != nil {
+		commonHost = uri.ExtractDomain(*commonParty.WebsiteURL)
+	}
+
+	commonDomainSet := make(map[string]struct{}, len(commonDomains))
+	for _, d := range commonDomains {
+		commonDomainSet[strings.ToLower(d.Domain)] = struct{}{}
+	}
+
+	if commonHost != "" {
+		commonDomainSet[commonHost] = struct{}{}
+	}
+
+	scored := make([]ScoredCandidate, 0, len(candidates))
+
+	for _, tp := range candidates {
+		score := 0.0
+
+		orgName := strings.ToLower(strings.TrimSpace(tp.Name))
+		orgStripped := stripCorporateSuffixes(orgName)
+
+		switch {
+		case orgName != "" && orgName == commonName:
+			score = 1.0
+		case orgStripped != "" && orgStripped == commonStripped:
+			score = 0.9
+		case commonSlug != "" && slug.Make(tp.Name) == commonSlug:
+			score = 0.85
+		}
+
+		if tp.WebsiteURL != nil {
+			orgHost := uri.ExtractDomain(*tp.WebsiteURL)
+			if orgHost != "" {
+				if _, hit := commonDomainSet[orgHost]; hit {
+					if score < 0.8 {
+						score = 0.8
+					}
+				}
+			}
+		}
+
+		if score == 0 {
+			continue
+		}
+
+		scored = append(scored, ScoredCandidate{
+			ThirdParty: tp,
+			Score:      score,
+		})
+	}
+
+	sort.SliceStable(scored, func(i, j int) bool {
+		return scored[i].Score > scored[j].Score
+	})
+
+	return scored
+}
+
+// stripCorporateSuffixes removes a single trailing legal-form suffix
+// from a lowercased name. Only one suffix is stripped to avoid
+// mangling names that happen to end in two stop-words (e.g. "Foo Inc
+// LLC" → "Foo Inc", not "Foo").
+func stripCorporateSuffixes(lowerName string) string {
+	for _, s := range corporateSuffixes {
+		if before, ok := strings.CutSuffix(lowerName, s); ok {
+			return strings.TrimSpace(before)
+		}
+	}
+
+	return lowerName
+}
+
+// LinkToCommon writes common_third_party_id onto an org ThirdParty so
+// future matches against the same CommonThirdParty can short-circuit
+// to the exact-link path in O(1). No-op when the field is already set
+// to commonID; otherwise writes the field via ThirdParty.Update and
+// updates the receiver in place.
+func LinkToCommon(
+	ctx context.Context,
+	tx pg.Tx,
+	scope coredata.Scoper,
+	orgThirdParty *coredata.ThirdParty,
+	commonID gid.GID,
+) error {
+	if orgThirdParty.CommonThirdPartyID != nil && *orgThirdParty.CommonThirdPartyID == commonID {
+		return nil
+	}
+
+	orgThirdParty.CommonThirdPartyID = &commonID
+
+	if err := orgThirdParty.Update(ctx, tx, scope); err != nil {
+		return fmt.Errorf("cannot update third party with common id: %w", err)
+	}
+
+	return nil
+}
+
+// CreateFromCommon inserts a new org ThirdParty seeded from the catalog
+// row (name, category, addresses, URLs, certifications, …). The new row
+// has common_third_party_id pointed at commonParty, an empty Countries
+// list, and ShowOnTrustCenter / FirstLevel both false — mirroring the
+// front-end CreateThirdPartyDialog's "pick from catalog" seeding shape
+// so the result is indistinguishable from a manual creation.
+//
+// Deliberately bypasses any service-level webhook emission: callers
+// that need a webhook for the implicit creation should emit it
+// themselves.
+func CreateFromCommon(
+	ctx context.Context,
+	tx pg.Tx,
+	scope coredata.Scoper,
+	organizationID gid.GID,
+	commonParty coredata.CommonThirdParty,
+) (*coredata.ThirdParty, error) {
+	commonID := commonParty.ID
+	now := time.Now()
+
+	tp := &coredata.ThirdParty{
+		ID:                            gid.New(scope.GetTenantID(), coredata.ThirdPartyEntityType),
+		OrganizationID:                organizationID,
+		CommonThirdPartyID:            &commonID,
+		Name:                          commonParty.Name,
+		Category:                      commonParty.Category,
+		HeadquarterAddress:            commonParty.HeadquarterAddress,
+		LegalName:                     commonParty.LegalName,
+		WebsiteURL:                    commonParty.WebsiteURL,
+		PrivacyPolicyURL:              commonParty.PrivacyPolicyURL,
+		ServiceLevelAgreementURL:      commonParty.ServiceLevelAgreementURL,
+		DataProcessingAgreementURL:    commonParty.DataProcessingAgreementURL,
+		BusinessAssociateAgreementURL: commonParty.BusinessAssociateAgreementURL,
+		SubprocessorsListURL:          commonParty.SubprocessorsListURL,
+		Certifications:                commonParty.Certifications,
+		Countries:                     coredata.CountryCodes{},
+		StatusPageURL:                 commonParty.StatusPageURL,
+		TermsOfServiceURL:             commonParty.TermsOfServiceURL,
+		SecurityPageURL:               commonParty.SecurityPageURL,
+		TrustPageURL:                  commonParty.TrustPageURL,
+		ShowOnTrustCenter:             false,
+		FirstLevel:                    false,
+		CreatedAt:                     now,
+		UpdatedAt:                     now,
+	}
+
+	if tp.Certifications == nil {
+		tp.Certifications = []string{}
+	}
+
+	if err := tp.Insert(ctx, tx, scope); err != nil {
+		return nil, fmt.Errorf("cannot insert org third party: %w", err)
+	}
+
+	return tp, nil
+}
--- a/pkg/thirdparty/match_test.go
+++ b/pkg/thirdparty/match_test.go
@@ -0,0 +1,181 @@
+// Copyright (c) 2026 Probo Inc <hello@getprobo.com>.
+//
+// Permission to use, copy, modify, and/or distribute this software for any
+// purpose with or without fee is hereby granted, provided that the above
+// copyright notice and this permission notice appear in all copies.
+//
+// THE SOFTWARE IS PROVIDED "AS IS" AND THE AUTHOR DISCLAIMS ALL WARRANTIES WITH
+// REGARD TO THIS SOFTWARE INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY
+// AND FITNESS. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY SPECIAL, DIRECT,
+// INDIRECT, OR CONSEQUENTIAL DAMAGES OR ANY DAMAGES WHATSOEVER RESULTING FROM
+// LOSS OF USE, DATA OR PROFITS, WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR
+// OTHER TORTIOUS ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR
+// PERFORMANCE OF THIS SOFTWARE.
+
+package thirdparty
+
+import (
+	"testing"
+
+	"github.com/stretchr/testify/assert"
+	"github.com/stretchr/testify/require"
+	"go.probo.inc/probo/pkg/coredata"
+	"go.probo.inc/probo/pkg/gid"
+)
+
+//go:fix inline
+func ptr[T any](v T) *T { return new(v) }
+
+func TestStripCorporateSuffixes(t *testing.T) {
+	t.Parallel()
+
+	tests := []struct {
+		name string
+		in   string
+		want string
+	}{
+		{name: "llc suffix", in: "google llc", want: "google"},
+		{name: "comma inc", in: "stripe, inc", want: "stripe"},
+		{name: "inc dot", in: "meta inc.", want: "meta"},
+		{name: "ltd", in: "deepmind ltd", want: "deepmind"},
+		{name: "gmbh", in: "n8n gmbh", want: "n8n"},
+		{name: "no suffix", in: "cloudflare", want: "cloudflare"},
+		{name: "trailing space", in: "github  inc", want: "github"},
+		{name: "only one suffix stripped", in: "foo inc llc", want: "foo inc"},
+	}
+
+	for _, tt := range tests {
+		t.Run(tt.name, func(t *testing.T) {
+			t.Parallel()
+
+			assert.Equal(t, tt.want, stripCorporateSuffixes(tt.in))
+		})
+	}
+}
+
+func TestRankCandidates(t *testing.T) {
+	t.Parallel()
+
+	tenantID := gid.NewTenantID()
+
+	mkTP := func(name, website string) *coredata.ThirdParty {
+		tp := &coredata.ThirdParty{
+			ID:   gid.New(tenantID, coredata.ThirdPartyEntityType),
+			Name: name,
+		}
+
+		if website != "" {
+			tp.WebsiteURL = new(website)
+		}
+
+		return tp
+	}
+
+	t.Run("exact name match scores 1.0", func(t *testing.T) {
+		t.Parallel()
+
+		common := coredata.CommonThirdParty{Name: "Google", Slug: "google"}
+		got := RankCandidates(common, nil, coredata.ThirdParties{
+			mkTP("Google", ""),
+			mkTP("Stripe", ""),
+		})
+
+		require.Len(t, got, 1)
+		assert.Equal(t, 1.0, got[0].Score)
+		assert.Equal(t, "Google", got[0].ThirdParty.Name)
+	})
+
+	t.Run("suffix-stripped name scores 0.9", func(t *testing.T) {
+		t.Parallel()
+
+		common := coredata.CommonThirdParty{Name: "Google", Slug: "google"}
+		got := RankCandidates(common, nil, coredata.ThirdParties{
+			mkTP("Google LLC", ""),
+		})
+
+		require.Len(t, got, 1)
+		assert.Equal(t, 0.9, got[0].Score)
+	})
+
+	t.Run("slug equality scores 0.85", func(t *testing.T) {
+		t.Parallel()
+
+		common := coredata.CommonThirdParty{Name: "Google", Slug: "google"}
+		got := RankCandidates(common, nil, coredata.ThirdParties{
+			mkTP("google!", ""),
+		})
+
+		require.Len(t, got, 1)
+		assert.Equal(t, 0.85, got[0].Score)
+	})
+
+	t.Run("website host overlap scores 0.8 when name does not match", func(t *testing.T) {
+		t.Parallel()
+
+		common := coredata.CommonThirdParty{
+			Name:       "Google Analytics",
+			Slug:       "google-analytics",
+			WebsiteURL: new("https://google.com"),
+		}
+
+		got := RankCandidates(common, nil, coredata.ThirdParties{
+			mkTP("Sundar's Search Co", "https://www.google.com/about"),
+		})
+
+		require.Len(t, got, 1)
+		assert.Equal(t, 0.8, got[0].Score)
+	})
+
+	t.Run("domain set overlap scores 0.8", func(t *testing.T) {
+		t.Parallel()
+
+		common := coredata.CommonThirdParty{Name: "Stripe", Slug: "stripe"}
+		domains := coredata.CommonThirdPartyDomains{
+			{Domain: "stripe.com"},
+			{Domain: "stripe.network"},
+		}
+
+		got := RankCandidates(common, domains, coredata.ThirdParties{
+			mkTP("Payment Processor", "https://api.stripe.com/v1"),
+		})
+
+		require.Len(t, got, 1)
+		assert.Equal(t, 0.8, got[0].Score)
+	})
+
+	t.Run("no match returns empty", func(t *testing.T) {
+		t.Parallel()
+
+		common := coredata.CommonThirdParty{Name: "Stripe", Slug: "stripe"}
+		got := RankCandidates(common, nil, coredata.ThirdParties{
+			mkTP("Acme", "https://acme.example"),
+			mkTP("Widgets Inc", "https://widgets.example"),
+		})
+
+		assert.Empty(t, got)
+	})
+
+	t.Run("ranks descending by score", func(t *testing.T) {
+		t.Parallel()
+
+		common := coredata.CommonThirdParty{
+			Name:       "Google",
+			Slug:       "google",
+			WebsiteURL: new("https://google.com"),
+		}
+
+		got := RankCandidates(common, nil, coredata.ThirdParties{
+			mkTP("Random", "https://google.com"),
+			mkTP("Google", ""),
+			mkTP("Google LLC", ""),
+		})
+
+		require.Len(t, got, 3)
+		assert.Equal(t, "Google", got[0].ThirdParty.Name)
+		assert.Equal(t, 1.0, got[0].Score)
+		assert.Equal(t, "Google LLC", got[1].ThirdParty.Name)
+		assert.Equal(t, 0.9, got[1].Score)
+		assert.Equal(t, "Random", got[2].ThirdParty.Name)
+		assert.Equal(t, 0.8, got[2].Score)
+	})
+}
--- a/pkg/thirdparty/prompts/disambiguation.txt.tmpl
+++ b/pkg/thirdparty/prompts/disambiguation.txt.tmpl
@@ -0,0 +1,25 @@
+<role>
+You are a third-party catalog matcher. The product groups web trackers under a global catalog of "common" third parties (Google Analytics, Stripe, Meta Pixel, …). Each customer organisation also maintains its own list of "third parties" — sometimes seeded from the catalog, sometimes typed manually. Your only job is to decide whether one of the organisation's existing third parties already represents a given catalog entry, so we don't create a duplicate.
+</role>
+
+<task>
+You are given:
+- A catalog third party: name, website, and known domains.
+- A small list of candidate organisation third parties: each with a stable id, a name, and (optionally) a website.
+
+Pick the candidate that best represents the catalog third party, or none.
+
+Return a structured JSON response with:
+- matched_id: the candidate id, or null if none of them is a confident match.
+- confidence: 0.0 to 1.0; below 0.6 means "no confident match" (set matched_id to null in that case).
+- reasoning: one short sentence describing the rationale.
+</task>
+
+<instructions>
+1. The candidates have already been ranked by a heuristic; the list is small (usually a handful). Use that as a hint, but do not trust it blindly.
+2. Treat corporate suffixes (LLC, Inc, Ltd, GmbH, SA, …) as noise. "Google" and "Google LLC" are the same company.
+3. Treat brand/product names as the same when the parent company is obvious: "Google Analytics" maps to "Google" if the org only has the parent. Only do this when the catalog domains plainly match the parent's domains.
+4. Website hostnames and known domains are the strongest signal. If the catalog domain (or its eTLD+1) matches a candidate's website host, they are almost certainly the same.
+5. Be conservative. If two candidates look plausible and you cannot rule one out, return matched_id=null with confidence < 0.6 — we will create a fresh org third party from the catalog rather than risk a wrong link.
+6. Do not invent ids. Return only ids that appear verbatim in the candidate list.
+</instructions>