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AI & Automation Development

Most automation fails quietly: a step skips, a field imports empty, and nobody notices for weeks. We build AI features and automation with the checks written first, so a failure shows up as a failed check instead of a surprise.

Discuss your project See the proof

What we build

AI & automation: what we take on

LLM features in your productClaude, OpenAI or open models behind a clean interface, with grounding so the answer says "not in the documents" instead of guessing.

MCP serversGive AI assistants safe, typed access to your REST APIs and data. We sell a ready-made kit for this, and build custom ones.

Adobe Illustrator & Photoshop scriptingBatch artwork, templates and print-ready exports done by script, checked against your specification on every run.

Scrapers & data pipelinesScheduled collection, cleaning and import, with a dry run before anything writes to your system.

Content generation at scaleGenerated and validated in bulk. Our own platform publishes thousands of bilingual questions this way.

Reports & alertsScheduled jobs that email or message the numbers you check every morning, so you stop checking by hand.

Proof

Work that shows how we do it

Client work · Freelancer.com

Illustrator paint-by-numbers automation

A photo in, a print-ready paint-by-numbers template out, fully scripted in Adobe Illustrator. The agreed requirements were written as a pass/fail script before building, and nothing reached the client until it printed ALL PASS.

Review5.0 / 5

Defects caught by the checks6 in one day

Approvedon the client's own images

Our product · live

Brain Grain learning platform

A free, bilingual exam-preparation platform for Tamil Nadu: accounts, Razorpay payments, Postgres, event analytics, a generated content pipeline, and an offline Kotlin Android client.

Learners4,283

Questions answered5,447

LanguagesEnglish + Tamil

MCP

Our product · developer tool

MCP Server Kit

A kit that turns any REST API or JSON file into tools an AI assistant can call through the Model Context Protocol, with licence-key delivery through a merchant of record.

ProtocolMCP

Deliveryinstant, licence key

PriceUS$29

How an engagement runs

Four steps, no surprises

Brief

You tell us what should happen that does not happen today. We reply with what we think is actually needed.

Checks and a fixed quote

We write the acceptance checks with you, then fix the price and the delivery date.

Build, tested every step

Nothing reaches you until it passes the agreed checks. You get progress updates without having to ask.

Handover

Code, checks, README and setup steps, so you can run it and redeploy it without us.

FAQ

AI & automation: common questions

Can you automate Adobe Illustrator?

Yes. Our most recent Illustrator job turned a client's photo into a print-ready paint-by-numbers template, fully scripted. We wrote the agreed requirements as a pass/fail script first, and it caught six defects in one day before any build reached the client. It closed at 5.0.

Which AI models do you work with?

Whichever fits the job and the budget: Anthropic Claude, OpenAI, or open models. We keep the model behind one interface so it can be swapped later without a rewrite.

Does our data go to an AI provider?

Only the fields the feature needs, and on your own API keys if you prefer. We tell you in writing what leaves your system before we build.

How do you prove automation works?

We agree the acceptance checks before building and run them on every change. You get the checks along with the code, so you can re-run them yourself.

Have something to build?

Tell us what should happen that does not happen today, and your deadline. We reply with what we think is actually needed before we quote.

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