Semantic Search & AI Q&A
People rarely type the exact words your content uses. I build semantic search and AI answers based on your own content, inside a new application, added to an existing one after an audit, or plugged into your CMS.
Why Work With Me
I bring more than code to the table. Here is what makes working with me different from typical agencies.
Lightning Fast Delivery
I use modern frameworks and proven workflows to deliver projects 40% faster than traditional agencies without compromising quality.
Battle-Tested Code
Every line of code is written with TypeScript, follows best practices, and includes automated tests for reliability.
Always Responsive
Direct communication with me - no account managers, no delays. Get answers within hours, not days.
Long-term Partnership
I don't disappear after launch. I stay for maintenance, updates, and continuous improvements of your product.
Search Already Running in Production
At Gaia Lens I shipped Algolia search and an LLM Q&A over documents for institutional investors. Relevance, speed and cost there were judged by paying users.
Industry Context Built In
E-commerce and marketplaces, automotive, InsurTech, FinTech and SaaS: I've built products in each of these sectors and know what their users search for.
What I Build
Content Indexing
Products, documents, articles, tickets or policies are gathered from your database, CMS or files and kept in sync, so search always reflects current content.
Embeddings & Vector Search
Content is turned into embeddings so a query like "cheap family car with a big boot" finds the right results even when none of those exact words appear in them.
Hybrid Ranking
Semantic similarity mixed with plain keyword matching, filters and business rules like stock, margin or recency. The most similar result isn't always the one you want on top.
AI Answers With Sources
The user gets a direct answer built from your content, with links to the documents or products behind it. I used the same approach in the ChatPDF feature at Gaia Lens.
Search Interface
Autocomplete, filters, highlighted matches and, where it helps, a chat-style mode. Built to match the rest of your product.
New App, Existing App or CMS
Built into a new product from the start, added to an existing application after a technical audit, or integrated into a CMS such as PayloadCMS, Strapi or WordPress.
Transparent Process
No black boxes. You know exactly what is happening at every stage.
Audit & Search Goals
I look at your content, current search, the queries users actually type and the architecture of the app to decide how search should be built into it.
Indexing Pipeline
Building the pipeline that collects, cleans and embeds content, and keeps the index in sync when content changes.
Ranking & Interface
Tuning ranking on real queries, adding filters and business rules, and building the search UI and, where useful, AI answers with sources.
Launch & Tuning
Launch with search analytics: queries without results, clicks and refinements show where ranking or content needs to improve.
Semantic Search FAQ
Plan your search
People rarely type the exact words your content uses. I build semantic search and AI answers based on your own content, inside a new application, added to an existing one after an audit, or plugged into your CMS.
Plan your search