ai systems · automation · backend engineering
we sharpen the software systems you already run.
We refine the systems you already run - and build the ones you're missing. Production-ready AI, automation, and backend engineering that holds up under real load.
trusted by the teams behind the systems
featured in
what we do
three disciplines, one habit.
Make the thing sharper than we found it - whether that means refining what runs today or building what’s missing.
ai systems
models that earn their place in production
We put language models to work inside real products, then keep them honest.
what this looks likeautomation
give the machine the work a machine should do
Most teams lose hours to work a machine should do.
what this looks likebackend engineering
the layer everything else stands on
The unglamorous layer everything else stands on.
what this looks likewhy work with us
a workshop’s discipline, not an agency’s pitch.
A senior-led software studio for AI systems, automation, and backend engineering. No account managers. No guesswork. Just production-ready code your team can own.
we read before we write
Every engagement starts by understanding the system you already run - the code, the data, the process as it actually happens. No guesses. No ignored technical debt. We understand what works before we change it.
small, measurable changes
We ship a series of changes you can verify over one you have to trust. Each deployment brings clear metrics: lower latency, fewer errors, hours saved - value you can see at every step.
senior engineers, start to finish
You work with the people writing the code, not an account manager relaying messages. The team that scopes it builds it. Honest timelines. Direct answers. No broken telephone.
left legible on handover
Dashboards, tests, and a short runbook come standard. We document what we built and why, so your team can maintain and extend the system long after we step away.
systems sharpened
years in the workshop
average latency cut
uptime held under load
the idea
a whetstone doesn’t replace the blade.
Most software work assumes the answer is something new. Often it isn’t. The system that runs your business already works - it has just gone dull. It is slow where it used to be fast, brittle where it used to be obvious.
We start by understanding what you already run, then we sharpen it: the query that got heavy, the process still done by hand, the model that answers confidently and wrongly. When something genuinely needs building, we build it to the same standard and hand it back legible.
selected work
a few things we have sharpened.
industries
where we tend to be useful.
The work rhymes across sectors: something important has gone slow, manual, or untrustworthy.
fintech
Reconciliation, ledgers, and data pipelines where a wrong number is expensive.
marketplaces
High-traffic APIs and search that have to stay fast as catalogues grow.
health & care
Careful automation and integrations around sensitive, regulated data.
b2b software
AI features and backend engineering for teams building tools for other businesses.
logistics
Event-driven systems that track, route, and reconcile things in motion.
energy & industry
Telemetry, monitoring, and the unglamorous backends behind hardware.
technologies
tools we reach for.
We are not precious about the stack. We pick what fits the problem and what your team can maintain.
recognition
awards & partners.
Placeholder slots for now - we’ll fill these in as they’re earned.
[AWARD OR RECOGNITION]
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technology partners
in their words
what clients say.
[TESTIMONIAL] - a two or three sentence quote about the engagement in the client’s own words. Replace once approved for publication.
[TESTIMONIAL] - what changed for the team after the work shipped, said plainly. Kept as a placeholder until we have a real, cleared quote.
start here
have a system that used to feel fast?
Tell us what it does and where it hurts. We’ll tell you honestly whether it needs sharpening or rebuilding - and what that would take.