We build the data and automation systems other teams keep putting off.

Web scrapers, AI agents and backend services — scoped in writing, priced as a fixed number, delivered in days rather than quarters. Most projects never need a call.

24–72hTypical delivery window
FixedPrice agreed before we start
AsyncWritten scope, no discovery calls
YoursSource code handed over
What we do

Four disciplines, deliberately narrow.

We turned down the long service list on purpose. These are the areas where we can quote a price in an hour and ship something that survives contact with production.

01

Data extraction at scale

Public websites, marketplaces and directories turned into clean, deduplicated datasets. Pagination, session handling, JavaScript-rendered pages and rate-limit politeness are handled properly rather than patched around. Output as CSV, JSON, Google Sheets or straight into your database.

PythonSeleniumBaseScrapyPostgreSQL
02

AI agents and workflow automation

Systems that do the repetitive work: lead discovery and enrichment, document processing, drafting and sending outreach, retrieval over your own files. Built with a local-model fallback where it matters, so a cloud API outage doesn't stop the pipeline.

LangGraphLangChainn8nOllama
03

Backend and API engineering

Services, integrations and internal tools built security-first — authentication and authorisation, tenant isolation, presigned uploads, queueing, and deployment that doesn't fall over. Documented and handed across so you are never dependent on us.

FastAPINestJSRedisDocker
04

Data operations

The unglamorous half: cleaning, normalisation, deduplication, enrichment and recurring reporting. Set up once, scheduled, and monitored — so nobody on your team opens a spreadsheet on a Monday morning again.

PandasSheets APIAirtablecron

Full service detail

What you actually receive

Structured output, not a screenshot of a spreadsheet.

Every extraction job ships with normalised fields, parsed prices and currencies, deduplication keys, and both CSV and JSON exports. If you want it in your own database instead, we write it there directly.

See a real project

 output/products.json
{
  "scraped_at": "2026-09-07T18:04:11Z",
  "source":     "catalogue.example.com",
  "pages":      42,
  "rows":       1174,
  "duplicates_removed": 63,
  "records": [
    {
      "product_id": "SKU-88213",
      "name":       "Aluminium Roof Rail",
      "price":      129.95,
      "currency":   "EUR",
      "in_stock":   true,
      "image_url":  "https://..."
    }
  ]
}
// also written to output/products.csv
Selected work

Systems we have designed, built and shipped.

A sample of public and in-house builds. Client work under agreement is not listed here — we will talk through comparable projects on request.

Lead generation · Python

An end-to-end outreach pipeline

Discovers businesses across LinkedIn and Google Maps, extracts contact details from their websites, generates a personalised message per contact, sends over SMTP and logs every send so nobody is contacted twice. Runs unattended with cooldown logic, and falls back to a local model when cloud APIs are unavailable.

PythonOllamaSMTPCSV pipeline
Result: a full outreach cycle — discovery to sent mail — running from one command.
Price intelligence · Python

Competitor price monitoring

A production-style catalogue scraper handling pagination, price and currency parsing, stock status and deduplication by product ID, exporting to CSV and JSON. Headless by default with configurable request delays, so it can run on a schedule from a server without getting the client blocked.

SeleniumBaseHeadlessCSV / JSON
Result: repeatable pricing snapshots that can be diffed over time.
AI agents · JavaScript

Agent Blue — natural-language browser automation

A Chrome extension that reads the live DOM and carries out instructions written in plain English — navigating, clicking, typing and extracting text into a memory scratchpad it can reuse across tabs. Provider-agnostic across Gemini, GPT-4o, Groq and local Ollama models, with bring-your-own-key so running costs stay with the user.

Manifest V3GeminiGroqOllama
Result: repetitive browser work described once instead of performed daily.

All work

How we work

Written scope, fixed number, sample before the full run.

STEP 01

Send the brief

Describe the site or the task and the fields you need. Two minutes in a form — no call, no discovery workshop.

STEP 02

Get a fixed quote

Within a few hours you get a flat price, a delivery date and what is explicitly out of scope. If it isn't a fit, we say so.

STEP 03

Review a sample

You see real output early — before the full run — so direction is corrected while it is still cheap to correct.

STEP 04

Delivery and handover

Final data, plus the script or workflow and its documentation if you want to keep running it yourself.

The team

You are hiring named engineers, not an inbox.

A small team by choice. The people below are the people who do the work — their repositories are public, so you can check the standard before you commit a budget.

Backend & AI engineering

Muhammad Shahzeb Malik

Backend services, agent architectures and data extraction. Production work across CRM, KYC and fintech systems — authentication, tenant isolation and API security. BS in Artificial Intelligence.

PythonFastAPINestJSLangGraphDocker
GitHub
Machine learning & automation

Syed Qaim Raza

Machine learning, exploratory data analysis and classification models, plus n8n workflow automation including OCR-based document processing and front-end delivery.

PythonDeep learningn8nOCRJavaScript
GitHub
Start here

Tell us what you need extracted, automated or built.

Send the brief today and you will have a fixed quote back within a few hours.