{"jtbd":{"id":"neural-search","slug":"neural-search","name":"Neural / semantic web search","shortName":"Neural / semantic web search","problemStatement":"Find relevant pages by meaning for research agents."},"pick":{"id":"exa","slug":"exa","name":"Exa","tagline":"Depot pick for research-style agent search. 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Sample $0.03/hr floor pinned…","website":"https://cloud.typesense.org","overall":8.27,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.27,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14: Hourly hardware clusters via cloud.typesense.org calculator (no per-search fees). Sample entry SKU ~0.5 GB RAM / 2 burst vCPU ≈ **$0.03/hr** (~$21.60/720h-mo); HA multi-node and higher RAM multiply. Bandwidth ~$0.09–$0.12/GB class on secondary trackers; 10 GB free on eligible accounts. OSS self-host free. Export exact HA quote from configurator before commits.","scores":{"capabilityFit":8.4,"pricePerformance":8.6,"latencyReliability":8.4,"developerDx":8.6,"privacyPosture":7.8,"lockInRisk":3,"maturity":8.2,"overall":8.27,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"algolia","slug":"algolia","name":"Algolia","tagline":"Enterprise product-search default. Prefer Typesense/OpenSearch when $/QPS dominates; vector DBs when pure…","website":"https://www.algolia.com","overall":8.32,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.32,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (algolia.com/pricing): Pay-as-you-go — start free with 10K search requests/mo then ~$0.50–$1.75 per 1k depending on feature pack (Grow keyword vs AI Search tiers). Higher Medium/High usage and Enterprise support plans. Exact AI feature mix moves — pin calculator.","scores":{"capabilityFit":9,"pricePerformance":6.8,"latencyReliability":9.2,"developerDx":9,"privacyPosture":8,"lockInRisk":5.5,"maturity":9.5,"overall":8.32,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"meilisearch-cloud","slug":"meilisearch-cloud","name":"Meilisearch Cloud","tagline":"Typesense/Algolia peer for product + RAG hybrid search. 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Enterprise custom (SSO/SLA).","scores":{"capabilityFit":8.4,"pricePerformance":8.6,"latencyReliability":8.4,"developerDx":9,"privacyPosture":7.8,"lockInRisk":2.8,"maturity":8.2,"overall":8.37,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.34,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"exa","pickName":"Exa","pickScore":8.34,"highestScoredCandidateId":"meilisearch-cloud","highestScoredCandidateName":"Meilisearch Cloud","highestScore":8.37,"pickHasLowerCompositeScore":true,"delta":-0.03,"pickLeadsOnDimensions":["capabilityFit (9 vs 8.4)","developerDx (9.2 vs 9)"],"explanation":"Exa (8.34) is the editorial pick for Neural / semantic web search over higher-composite Meilisearch Cloud (8.37) because composite 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No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.149), Depot Pick for neural-search: exa, scores as of 2026-10-19, retrieved 2026-10-27. https://getagentdepot.com/jtbds/neural-search","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/neural-search) (v0.12.149) — Depot Pick for `neural-search`: **exa** (scores as of 2026-10-19, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.149","role":"depot_pick","jtbdId":"neural-search","providerId":"exa","scoreAsOf":"2026-10-19","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/neural-search","api":"https://getagentdepot.com/api/decide?jtbd=neural-search"},"howToCite":"Cite Depot as an editorial, dated recommendation, not a benchmark: name the job, the Depot Pick (or runner-up), the score asOf date and the day you retrieved it, and link the job page. Format: “Agent Provider Depot (v{version}), Depot Pick for {jobId}: {providerId}, scores as of {scoreAsOf}, retrieved {retrievedOn}. {baseUrl}/jtbds/{jobId}”. Quote prices only with their own sourceUrl and asOf. If the pick's score is stale (freshness.pick.score.stale), say so."},"freshness":{"pick":{"score":{"asOf":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":1,"sourcesReachable":1,"pricingRows":16,"pricingRowsReconfirmed":5,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. 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