Trieve: the address we list did not respond · last checked 11 Nov 2026

Trieve

Trieve

Discontinued: Trieve Cloud was sunset on November 1, 2025 after Mintlify acquired Trieve; the open-source project continues.

25/100UnverifiedFree · from $99/moFreemium

Trieve's hosted cloud is discontinued: Mintlify acquired Trieve in July 2025 and sunset Trieve Cloud on November 1, 2025. Self-host the open-source code or choose another search API.

Verdict generated

Last checked 8/31/2026 · cite: rightaichoice.com/tools/trieve

Best for
  • Developers building AI-powered search for knowledge bases or document management
  • Teams implementing RAG pipelines for enterprise applications
  • Product teams needing A/B testing for search relevance optimization
  • Applications requiring hybrid search across large unstructured datasets
Not ideal for
  • Simple search needs where basic full-text search is sufficient
  • Hobby projects or very small-scale applications on a tight budget
  • Non-technical users wanting a plug-and-play search widget without API development
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AdvancedFor a developer familiar with REST APIs, you can get a basic search running in under an hour. Full integration with RAG and custom ranking may take a day or two. Non-technical users will need significant engineering support.API · WebAPI available4.0k viewsLast checked 8/31/2026
Pricing
Free · from $99/mo
FreemiumFree tier4 plans4 hidden costs
Learning curve
Advanced
For a developer familiar with REST APIs, you can get a basic search running in under an hour. Full integration with RAG and custom ranking may take a day or two. Non-technical users will need significant engineering support.
Runs on
APIWeb
API available · 4 integrations
Who it's for
Developer building a RAG chatbotProduct manager at a SaaS companyData engineer at an enterprise
Live sentiment
Is Trieve actually worth it?

We scan live Reddit threads, YouTube comments, X posts, G2 reviews and other communities — and hand you an honest verdict in under a minute.

  • Honest verdict, not marketing
  • Real pros & cons from real users
  • Attributed quotes with receipts
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3 free scans · no card needed

Skip it if

Skip Trieve if you need a plug-and-play search widget without API development, or if you're a non-technical user expecting a managed UI.

Skip-it-if note generated
The 30-second take
Biggest gripe

Going past the 500 searches/month free tier requires a paid plan starting at $99/mo, which may be steep for light usage.

Price reality

Trieve's free tier is generous for prototyping, but paid plans start at $99/mo. For small teams needing AI-native search, it's competitive with Algolia's paid tiers, though Meilisearch offers cheaper entry. If you need advanced RAG and A/B testing, Trieve's pricing is justified.

Generated

In short

Trieve — Discontinued: Trieve Cloud was sunset on November 1, 2025 after Mintlify acquired Trieve; the open-source project continues. Best for Developers building AI-powered search for knowledge bases or document management, Teams implementing RAG pipelines for enterprise applications, Product teams needing A/B testing for search relevance optimization. Free to start; paid plans from $99/mo.

No head-to-head comparison for Trieve yet — the alternatives below are the closest matches we list.

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What is Trieve?

Trieve — Discontinued: Trieve Cloud was sunset on November 1, 2025 after Mintlify acquired Trieve; the open-source project continues. Best for Developers building AI-powered search for knowledge bases or document management, Teams implementing RAG pipelines for enterprise applications, Product teams needing A/B testing for search relevance optimization. Free to start; paid plans from $99/mo.

FreemiumAdvancedAPI availableAPI · Web

Trieve is a search and discovery API that lets you integrate AI-powered search, recommendations, and retrieval augmented generation (RAG) into your applications with minimal backend work. It combines keyword and semantic search into a hybrid retrieval system, automatically chunks and embeds documents, and supports advanced filtering, faceted search, and custom ranking models. You get real-time indexing, A/B testing for search algorithms, and multi-tenancy out of the box. The API-first design means you handle the frontend and control the UX, while Trieve handles the heavy lifting of indexing, embedding, and ranking. That makes it a fit for developers building AI-powered search for knowledge bases, document management, or RAG pipelines—anywhere you need to make large unstructured datasets findable and queryable. The built-in A/B testing lets you compare retrieval strategies and tune relevance with data, not guesses. Where Trieve gets interesting is the RAG side. It isn't just a search index; it's built to feed retrieved context into a language model for grounded answers, which is a step beyond what traditional search APIs like Algolia or Elasticsearch offer out of the box. That said, the integration ecosystem is limited, and the platform targets teams with engineering capacity rather than non-technical users.

Key features

  • Hybrid keyword and semantic search
  • Automatic document chunking and embedding
  • RAG support for grounded answers
  • A/B testing of search algorithms
  • Custom ranking models
  • Real-time indexing
  • Faceted search and filtering
  • Advanced filtering
  • Recommendations
  • Multi-tenancy support
  • Analytics and search logs
  • Relevance tuning
  • Role-based access control
  • Document versioning
  • API-first design

Our long-form take written Aug 6, 2026 is more than 90 days old, so it is being re-reviewed against current data and is not shown.

Models under the hood

OpenAI embeddingsproprietary ranking models

as of 2026-08-31

Limitations

  • Free tier limits queries to 500/month and chunks to 50k, which may not be enough for serious testing.
  • Paid plans scale but costs rise significantly with data volume.
  • No native SDKs for many languages—relies on REST API.
  • Integration options are currently limited to PostgreSQL, MongoDB, Stripe, and Supabase; broader integration ecosystem is lacking.
  • No built-in UI components.

as of 2026-08-29

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Is Trieve still active?

Trieve: the address we list did not respond · last checked 11 Nov 2026.

Viability score

25/100
Unverified

How well maintained and how widely used is Trieve? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this

Recent activity
not measured
Traction
100
Site health
0
identity move
not measured
User sentiment
59
What the vendor publishes
60

Last calculated: November 2026

How we score →

What do users say about Trieve?

What people actually say about Trieve — is it worth it?

We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.

Researched

Discussed by users across 5 sources (Hacker News, YouTube, Product Hunt, GitHub, Lemmy) · researched Oct 5, 2026.

61% positive39% critical

Weighted by the 49 posts each of 5 sources contributed.

Recurring strengths
  • +Hybrid keyword and semantic search built in, no need to stitch together separate engines
  • +Sitesearch drop-in component praised as fast and easy for docs and blogs
  • +Built-in RAG grounding takes retrieval a step past plain search APIs
  • +Real-time indexing, A/B testing, and custom ranking models all out of the box
  • +Multi-tenancy and role-based access control suit B2B or platform products
Recurring frustrations
  • −Trieve Cloud shut down November 1, 2025 — no managed option remains
  • −Hacker News reaction to the acquisition was a blunt 'Trieve is dead'
  • −Only four integrations listed, far fewer than Algolia or Elasticsearch ecosystems
  • −API-first, advanced skill level — non-engineers will find it inaccessible
  • −Losing the hosted product means self-hosting and ops burden are now on you
Patterns worth knowing
Cloud shutdown and Mintlify acquisition dominate the conversation
Seen on Hacker News, Product Hunt
Sitesearch drop-in component genuinely impresses docs and blog teams
Seen on Product Hunt
Team responsiveness and launch-time energy were standout strengths
Seen on Product Hunt
Learning curve
advancedProductive in ~Days of setup
Hidden costs people mention
  • • Self-hosting means paying for your own compute, storage, and embedding model calls
  • • Engineering time to integrate, maintain, and upgrade the open-source stack
  • • Migration cost off Trieve Cloud for anyone who onboarded before November 2025

How we verified this

Every listed fact about Trieve — pricing, features, links, status — is re-read from the vendor's own pages by our verification pipeline and each change is logged with a date; the last pass ran on 31 Aug 2026. Analysis is drafted with AI models and checked against our editorial standards before publishing; see how we verify.

Verification history

We have re-verified Trieve 17 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.

  1. — changed summary, our verdict
  2. — changed link health
  3. — changed website status, link health
  4. — changed domain expiry
  5. — changed hidden costs, switching in, switching out, pricing fit, setup time, who should skip it, features, description, use cases
  6. — changed pricing model

Showing the 6 most recent of 17 verification passes.

Free to cite with attribution — this page re-verifies continuously.

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How much does Trieve cost in 2026?

Trieve: Free to start; paid plans from $99/mo. Pricing last verified 31 Aug 2026.

Plans compared

Every published Trieve tier, its price as the vendor publishes it, who it fits, and what it adds over the tier below. The 12-month cost projection follows.

Trieve pricing plans compared
PlanPriceBillingWho it's for
FreeFree—Solo developers prototyping AI search or RAG, with up to 50k chunks and 500 searches/mo.Adds: Starting tier; includes hybrid search, RAG support, and A/B testing at $0/mo.
Starter$99/momonthlyStartups and small teams needing higher usage limits and priority support.Adds: Adds higher usage limits and priority support over the Free tier.
Pro$499/momonthlyGrowing product teams that need advanced features like custom ranking models.Adds: Unlocks higher usage limits, advanced features, and custom ranking models beyond Starter.
EnterpriseContact usquoteLarge organizations needing custom limits, dedicated support, and tailored features.Adds: Provides custom limits, dedicated support, and custom features not in lower tiers.

12-month cost

Project the real annual outlay, including the implied monthly cost when only an annual tier is published.

Annual total
Free
Over 12 months
Effective monthly
—
—

Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.

Hidden costs & gotchas

What the public pricing page doesn't put in bold. Captured from pricing-page footnotes, contract terms, and recurring complaints.

  • Going past the 500 searches/month free tier requires a paid plan starting at $99/mo, which may be steep for light usage.
  • Scaling data volume beyond 50k chunks on the free tier forces a paid plan, and costs rise significantly with more data.
  • Limited built-in integrations mean you may need to build custom connectors for your stack, adding development time and cost.
  • The lack of native SDKs for many languages means you must work directly with the REST API, increasing engineering overhead.

Where the pricing makes sense

The company stage and team size where Trieve's pricing actually pencils out — and where peers do it cheaper.

Trieve's free tier is generous for prototyping, but paid plans start at $99/mo. For small teams needing AI-native search, it's competitive with Algolia's paid tiers, though Meilisearch offers cheaper entry. If you need advanced RAG and A/B testing, Trieve's pricing is justified.

Hidden-cost and price-fit notes generated

Has Trieve's pricing changed?

No plan price for Trieve has moved since we began logging in Aug 2026; the pricing page is re-read on every verification pass.

Who should pick Trieve?

Pick Trieve if you are Developers building AI-powered search for knowledge bases or document management, Teams implementing RAG pipelines for enterprise applications, Product teams needing A/B testing for search relevance optimization, Applications requiring hybrid search across large unstructured datasets.

Look elsewhere if you are Simple search needs where basic full-text search is sufficient, Hobby projects or very small-scale applications on a tight budget, Non-technical users wanting a plug-and-play search widget without API development, Teams requiring extensive out-of-the-box UI components or managed frontends.

Skip it if Skip Trieve if you need a plug-and-play search widget without API development, or if you're a non-technical user expecting a managed UI.

Generated

Real-world workflow fit

Concrete scenarios for the personas Trieve actually fits — and what changes day-one when you adopt it.

Developer building a RAG chatbot

Integrate Trieve API to index documents and retrieve context for LLM answers.

Outcome: Set up hybrid search and RAG in an afternoon, with automatic chunking and embedding.

Product manager at a SaaS company

Use Trieve's A/B testing to compare retrieval strategies.

Outcome: Launch a search feature with data-driven relevance tuning, improving user satisfaction.

Data engineer at an enterprise

Implement multi-tenant search across client datasets.

Outcome: Isolate data per tenant and scale search across large unstructured data with real-time indexing.

Workflow scenarios generated

Use cases

  • Embed AI-powered search into your SaaS product with minimal backend work.
  • Tune search relevance for e-commerce catalogs using hybrid ranking.
  • Build internal knowledge base search with document chunking and embeddings.
  • Implement semantic autocomplete and recommendations for user-facing apps.
  • Analyze search analytics to improve content discoverability over time.
  • Create a multitenant search solution where each customer has isolated data.

Setup time & first value

How long it actually takes to get something useful out of Trieve — broken out by persona, not the marketing-page minute.

For a developer familiar with REST APIs, you can get a basic search running in under an hour. Full integration with RAG and custom ranking may take a day or two. Non-technical users will need significant engineering support.

Switching to or from Trieve

How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.

Migrating in
  • →From Elasticsearch: Reindex your documents using Trieve's API and enable hybrid search with chunking.
  • →From Algolia: Export your data and use Trieve's ingestion endpoint to start with semantic capabilities.
Migrating out
  • ↗To Algolia: Export your search data and use their API to rebuild indices, losing some RAG features.
  • ↗To Meilisearch: Use their import tools to migrate, but you'll need to handle semantic search separately.

Integrations

PostgreSQLMongoDBStripeSupabase

Tutorials & Learning

YouTube returned 6 videos for “Trieve”, and we withheld 5: 5 could not be judged, because “Trieve” is a single word that other videos use for other things. Showing the 1 we can prove is about Trieve.

Official links

What are the best Trieve alternatives?

The closest alternatives to Trieve we list are Meilisearch, RAGFlow and Chroma. Ranked by direct product-type match, not category overlap.

Closest alternatives to Trieve
AlternativePricingStarts atLast verified
MeilisearchFreemiumPricing not published—
RAGFlowFreemiumPricing not published—
ChromaFreemiumPricing not published—

Alternatives to Trieve

View all
Meilisearch

Meilisearch

Meilisearch delivers typo-tolerant search-as-you-type in under 50ms, with hybrid vector and multimodal retrieval in one engine

FreemiumTry
RAGFlow

RAGFlow

Open-source RAG engine with built-in ETL, hybrid search and visual AI agent orchestration

FreemiumTry
Chroma

Chroma

Chroma: open-source vector, full-text, regex and metadata search built on object storage.

FreemiumTry

Tools that pair well with Trieve

Common stack mates teams adopt alongside Trieve, with the specific reason each pairing earns its keep.

Frequently asked questions

Used Trieve? Help shape our editorial sentiment research.