Four areas. Each one has a defined shape, a typical price and an explicit boundary, so you know before you write to us whether your problem fits.
Marketplaces, directories, catalogues, listings and public records. We handle pagination, session state, JavaScript-rendered content and rate limiting, then normalise and deduplicate before anything reaches you.
| Item | Detail |
|---|---|
| Typical scope | 1–5 sources, 1k–500k rows |
| Delivery | 24–72 hours |
| From | $120 one-off · $300/mo scheduled |
| Output | CSV, JSON, Google Sheets, direct DB write |
| Includes | Field normalisation, dedupe, run logs |
| Not included | Data behind logins we aren't authorised for, or anything a site's terms forbid |
Lead discovery and enrichment, document processing, retrieval over your own files, drafting and dispatch. Built with fallbacks — local models where cloud APIs would be a single point of failure, and logs so you can see what ran and what it did.
| Item | Detail |
|---|---|
| Typical scope | One workflow, 3–8 integrated steps |
| Delivery | 3–10 days |
| From | $400 build · $250/mo maintained |
| Output | Running workflow, credentials in your accounts |
| Includes | Error handling, retries, run logging, handover docs |
| Not included | Bulk unsolicited messaging or anything that breaches anti-spam law |
APIs, integrations, internal tools and dashboards. Authentication and authorisation, tenant isolation, presigned uploads, background queues and deployment. We have done this work on production fintech and CRM systems, and we treat security as part of the build rather than a later pass.
| Item | Detail |
|---|---|
| Typical scope | A service, an integration, or a hardening pass |
| Delivery | 1–4 weeks |
| From | $800 project · monthly retainer available |
| Output | Deployed service, source, and written documentation |
| Includes | Auth, input validation, logging, deployment setup |
| Not included | Formal penetration testing or compliance certification |
List building, cleaning, deduplication, enrichment and scheduled reporting. Usually the cheapest thing we do and the one clients notice most, because it removes a task somebody was doing by hand every week.
| Item | Detail |
|---|---|
| Typical scope | One recurring report or data set |
| Delivery | 24–48 hours to first run |
| From | $60 one-off · $150/mo scheduled |
| Output | Sheet, dashboard or scheduled email |
| Includes | Validation rules and a failure alert |
| Not included | Manual data entry priced by the hour |
Saying this upfront saves everyone a week.
Anything behind a login we have no right to use, or that a site's terms clearly prohibit. We will tell you before quoting, not after invoicing.
We build outreach systems, but not spam operations. Volume without consent or a lawful basis is not a project we take.
We build and test trading and research systems. We do not promise profit, and we won't write copy that implies it.
If it doesn't fit any of the four, tell us anyway — a straight "not us" is faster than a proposal.