Small team · senior engineers · fixed scope

We build the unglamorous systems that make companies run. Data pipelines, internal tools, AI visibility.

Most businesses don't need another dashboard demo — they need the messy middle fixed: collectors that don't break, schemas that make sense, and an answer for “why does ChatGPT never mention us?”

Start a project See fixed-price packages

Three things we do well

Fixed price, fixed timeline, deliverables agreed before we start.

AI Data Pipeline Setup

$2,400 · 2 weeks

Collector service with retries, logging, scheduling
Normalisation into a clean schema (Postgres/MySQL)
Deduplication + change tracking
Daily export or read-only API
Runbook + 2 weeks of bug-fix support

AI Visibility (GEO) Audit

$1,200 · 1 week

25 buyer-intent questions × 4 AI engines
Where you appear, where you're absent, who owns the slot
Cited-domain analysis + content gap list
90-day sequenced action plan
Weekly tracking dashboard for 90 days

Internal Ops Dashboard

$4,800 · 3 weeks

Data model + API (FastAPI / Node)
React admin UI with roles, filters, export
3–5 core views agreed at kickoff
Deployment + basic CI
30 days bug-fix warranty

Add-ons: extra data source $300 · weekly monitoring $200/mo · GEO monthly report $300/mo · additional view $600 · rush delivery +40%

How we work

No agency overhead, no junior hand-offs. You talk to the person writing the code.

1 · ScopeOne call, then a written scope with deliverables and acceptance criteria.

2 · Weekly demoSomething running every week — not a status report.

3 · Async by defaultDaily written update; one 30-min call per week. Timezone: UTC+8, overlaps EU mornings and US evenings.

4 · HandoverDocs, runbook, credentials. IP transfers on final payment.

What we've shipped

Production systems, not prototypes.

60+Data sources scraped and normalised in production

4AI engines tracked for visibility (ChatGPT, Perplexity, Gemini, Doubao)

1,400+Records/day through one monitoring pipeline

100%Projects delivered with a written runbook

Case details available under NDA — we don't publish client names.