Data & search infrastructure
I build the ingestion pipelines and search systems underneath AI products — for teams whose data arrives messy, from sources they don't control, and whose results have to be right. Systems that run in production, not prototypes that demo well.
No pitch deck. We look at your actual problem and I tell you whether I can help.
How we can work together
Fixed scope and fixed price wherever possible. If a project doesn't fit one of these, say so on the call and we'll shape it.
For teams whose data comes from sources they don't own.
Crawlers and ingestion, normalisation, deduplication, staleness detection and monitoring — deployed, documented, and handed over running.
$8,000–15,000FIXED SCOPE · 3–5 WEEKS
For products where search is the product, and the results are wrong.
Hybrid keyword and vector ranking, an evaluation harness so relevance is measured rather than argued about, and tuning against your real queries.
$10,000–18,000FIXED SCOPE · 4–6 WEEKS
For teams with a roadmap and nobody to own the hard parts.
Ongoing build and technical direction: architecture decisions, code review, build-versus-buy calls, and the unglamorous work that keeps a system running.
$3,000–5,000PER MONTH · 30 DAYS' NOTICE
Work you can go and look at
Not case studies written after the fact — running software you can open in a browser right now.
A job aggregation platform built on a persistent company registry rather than live fan-out. Crawls ATS providers, normalises and canonically dedupes postings, detects stale listings, and serves ranked search.
Node · Postgres · Meilisearch · Redis/BullMQ
embeddings · LLM enrichment · live Stripe billing
A cost-modelling and incentive database for home EV charger installation. Every published figure is gated behind a verification date — the system structurally cannot assert a number nobody has checked.
Static · zero dependencies · no build step
client-side cost model · verified data layer
Next step
Bring the problem you're actually stuck on. If I'm not the right person, I'll say so on the call rather than scoping something I shouldn't take.
Book a 30-minute call