Replace keyword search with AI semantic search that understands meaning and intent. Custom vector search built for your product or content, launched in 2–3 weeks.
Traditional keyword search fails when users phrase things differently than your content. Semantic search matches on meaning, dramatically improving relevance for product catalogs, documentation, and knowledge bases.
We build the full pipeline: chunking and embedding your content, a vector database, and hybrid search that blends semantic and keyword signals with re-ranking for the best of both.
The result is fast, relevant search with features like natural-language queries, filters, and 'more like this' — integrated into your existing product UI or content site.
We measure search quality with real queries and tune relevance, so the upgrade is demonstrable rather than a black box.
Semantic search uses AI embeddings to understand the meaning behind a query, not just keywords — so users find the right result even when their wording doesn't match your content exactly. We build it into your product or site.
Meaning-based search integrated into your product or site.
Chunking, embeddings, and a scalable vector database.
Blends semantic and keyword signals for top relevance.
Users search how they think, with filters and 'more like this'.
Measured and tuned against your real queries.
Benchmarked for Global. Final quote depends on scope, integrations, and launch timeline.
| Package | Price Range (USD) | Includes |
|---|---|---|
| Starter | $8k–$16k | Semantic search over a defined content set, integrated |
| Growth | $16k–$30k | Hybrid search with re-ranking, filters, and tuning |
| Scale | From $35k | Large-scale or multi-source search platform |
Better search relevance directly lifts conversion, engagement, and self-serve resolution by helping users find what they need.
Search that uses AI embeddings to understand the meaning and intent of a query, returning relevant results even when the wording doesn't match your content's keywords.
It handles synonyms, paraphrasing, and intent, so users find the right result regardless of exact wording — dramatically improving relevance for catalogs, docs, and knowledge bases.
Yes — we use hybrid search with re-ranking, which blends semantic understanding with keyword precision for the best overall relevance.
Yes. We use scalable vector databases and efficient pipelines that handle large catalogs and document collections with fast response times.
Semantic search over a defined content set integrates in 2–3 weeks; large-scale or multi-source platforms take longer in proportion to data.
Yes — the pipeline, vector database, and code run on your infrastructure and accounts, with no per-query platform lock-in.
Book a free strategy call: https://speedmvps.com/contact
We've helped startups and enterprises worldwide transform their AI ideas into production-ready MVPs in 2–3 weeks. From fintech platforms to AI assistants, our global MVP development services have launched 18+ AI products serving users across the US, Europe, and Asia.

































From content platforms and AI assistants to analytics dashboards and fintech solutions—see how we've transformed ideas into production-ready MVPs in 2-3 weeks across diverse industries. Each product launched successfully, serving users globally.

AI-powered content creation and management platform that helps teams produce high-quality articles at scale.

Intelligent virtual assistant that streamlines customer support and automates routine business tasks.

Comprehensive analytics dashboard providing real-time insights and data visualization for businesses.

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Schedule a complimentary strategy session. Transform your concept into a market-ready MVP within 2-3 weeks. Partner with us to accelerate your product launch and scale your startup globally.