We design and run AI systems that take over your repetitive operations: lead intake, follow-ups, document processing, reporting. So growing the business no longer means hiring more people to push data around.
30 minutes · we map your 3 best automation opportunities · no obligation
Systems shipped for Vectra (TV Smart) · Spendlex · OnlyFarms.gg
Somewhere in your company, capable people spend hours copying data between tools, chasing documents, and rebuilding the same report every Monday. You pay for those hours once. Then you pay again when a lead waits a day for a reply, or when an error slips through and only surfaces weeks later. None of that work needs a person anymore.
Everything below runs inside the tools you already use: your CRM, your inbox, spreadsheets, messengers. There is no new platform for your team to learn.
They qualify inbound leads, answer routine client questions, draft follow-ups, and bring in a human when the conversation actually needs one. Everything they do is logged, and risky steps wait for your approval.
We connect the tools you already use and automate the handoffs between them: an order becomes an invoice, a form submission lands in the CRM, an email turns into a task. Where a step has to be exact we script it; where it needs judgment we use AI.
A search and Q&A layer over your documents, contracts, tickets, and wikis. Every answer cites its sources, so your team can check it instead of taking it on faith. We've shipped retrieval pipelines like this at 500K+ record scale.
We map your operations, find the processes where automation pays back fastest, and put honest ROI math behind each one. The roadmap is yours whether or not you build any of it with us.
An executive assistant for university leadership. It tracks student and employee statistics, assigns tasks to departments and monitors completion, and turns scattered academic data into answers leadership can act on.
Read the full case studyA production pipeline that reads a Figma file's JSON and its rendered pixels together, retrieves the project's own component patterns, and generates frontend code that resolves and renders correctly on the first run.
Read the full case studyA production AI agent that acts as a race engineer during live motorsport sessions. The driver speaks over push-to-talk, an OpenAI agent reads live telemetry through 19 MCP tools, and it answers back in F1-radio style.
Read the full case studyThe distributed backend for an OTT platform serving live TV, VOD and timeshift across the EU. Go runs the latency-critical paths, Redis fronts the hottest data, and MySQL stays shielded from the burst when an event kicks off.
Read the full case studyGaming terms go in as a CSV; validated SEO articles come out and publish themselves. Two GPT-4o calls per term, internal links grounded in the live sitemap and checked over HTTP before anything ships.
Read the full case studyA "chat with your data" assistant over World of Warcraft's structured knowledge base. Two-stage retrieval and per-number validation keep answers grounded in real Wowhead data instead of a confident guess.
Read the full case studyA Telegram bot that watches Upwork RSS feeds and pushes matching jobs to each user within seconds. Per-user filters, deduplication, and a RabbitMQ pipeline that stays reliable at millions of messages a day.
Read the full case studyWe sit with your team and watch how the work actually gets done. Then we pick the three processes where automation would pay back fastest.
You get: a roadmap with ROI math for each opportunity
We build one automation end to end and run it inside your real workflow. Before we start, we agree in numbers what success looks like, and you judge the pilot on that metric.
You get: one process running on autopilot
We extend the pilot into the full system: more processes, deeper integrations, and approval gates wherever a mistake would be expensive. You see a demo every week, and nothing we build is a black box.
You get: the full system + plain-language documentation
We monitor and tune the system, and build new automations as your business changes. Or your team takes over completely; everything is yours and documented either way.
You get: a system that keeps getting better
Before we write a line of code, we agree on what "working" means, in numbers. If the pilot doesn't hit that metric, you don't pay for it.
Code, prompts, infrastructure, documentation: all of it lives in your accounts from day one. We don't run a proprietary platform, so there is nothing for us to hold you hostage with.
Support is optional. If we part ways, everything keeps running and your team has the docs to maintain it. We'd rather earn the next project than trap you into it.
"The pilot paid for itself in the first month. What used to take our ops manager most of Tuesday now happens before she gets her coffee."[Client name] · [Role, Company]
"We're not a technical team, and that was never a problem. They explained everything in our language and left us documentation we actually use."[Client name] · [Role, Company]
One 30-minute call. We map your three best automation opportunities and put real numbers on each, which is useful even if you never hire us.