AI that does reliable work inside your real, code-reviewed codebase: spec-driven workflow, review agents and quality gates — the practice the founder works in on Sweden Startup Next and Ignite Nordic. Where your product needs BankID, row-level security or GDPR documentation, we have shipped it before. We set it up, ship through it, and stay with it afterwards.
Autofixter
BankID · Stripe, Klarna, Swish · Web + iOS
Sweden Startup Next
Public site, dashboard, admin · Live
We start with a paid audit, so the work is planned on facts. Then we install the agentic layer in your repos and ship a real feature through it, or put one AI feature into production. Afterwards we keep it working.
How agentic engineering worksAgentic readiness, 1–2 weeks.
We review your codebase, CI and backlog before anyone writes a prompt. Most teams find the bottleneck is tickets without a definition of done, not the model.
Agentic layer or AI feature, 4–8 weeks.
Rules, skills, specialist and review agents, and quality gates installed in your repos. We ship one real feature through the workflow and train your team to steer, review and approve. Or we put one AI feature into production with evals, logging, BankID and an access model.
We keep it working.
Models change every month and quality gates stop working without anyone noticing. On the retainer we keep gates green, update agents and rules, monitor AI features in production and answer incidents, with a 4-hour weekday response in writing.
Products on the same stack.
We build our own products with the same workflow we sell: Autofixter, IndoBridge and Miss India Kitchen. Selected founders can co-build with us, or fund an MVP on the same stack.
Two products we own, and two platforms where the founder works as a contributing engineer. Each role is stated as it is.
Two products we own, and two platforms where the founder works as a contributing engineer. Each role is stated as it is.
Live · Sweden
Launching late 2026 · India–EU trade corridor
Live · National startup data platform
Since May 2026 · Matchmaking platform rebuild
If your team wants AI to carry more of the coding without losing review discipline, start with a free 30-minute intro call.
Live · Sweden
Launching late 2026 · India–EU trade corridor
Live · National startup data platform
Since May 2026 · Matchmaking platform rebuild
Every engagement walks the same four steps: a capped audit before any fixed price, working code through your own review process, and we're still around after go-live.
Free, 30 minutes. We look at your repos, CI and backlog and give a candid read of where AI can carry work today. You get a written summary the next working day, yours to keep.
1–2 weeks at 900 kr/h, with a cap agreed before we start. Codebase and CI review, definition-of-done scoring, security, RLS and GDPR gaps, and a build-vs-buy recommendation. The fee is credited against a build.
We install rules, skills, agents and gates in your repos and ship one real feature through them together with your team. Daily updates, demos on a real environment, no black-box handover.
On the retainer we keep gates green, update agents as models change, monitor AI features in production and answer incidents. You always know what you are paying for.
Every engagement starts with a free intro call. The audit is the first paid step, and its fee is credited against a build.
Where to start.
Video call. We look at your repos, CI and backlog and give a candid read of where AI can carry work. Written summary the next working day.
Planned on facts.
1–2 weeks. Codebase and CI review, definition-of-done scoring, security, RLS and GDPR gaps, build-vs-buy. The report is yours to keep, and the fee is credited against a build.
Ship it, then keep it working.
Agentic layer installed and one feature shipped through it, or one AI feature in production. Then operations: gates, agents, monitoring and incident response, with a 4-hour weekday response.
All prices excl. VAT.
Many AI projects stop at demos and glue code. The founder works in multi-developer codebases where agents do real work under review, and that is the practice we set up for you.
Most teams get a setup and a handover. The person who sets up your agentic layer is the one who answers incidents after go-live, under a written SLA.
The founder uses the practice in production work in two multi-developer, code-reviewed codebases: Sweden Startup Next and Ignite Nordic. Not a demo, not a slide deck.
900 kr/h, capped audits, fixed build modules and retainer tiers, all published. No inflated quotes, no surprises.
Row-level security, access model, data map, DPA and AI disclosure, delivered as documents rather than promises.
Cirkel Group AB is a privately held Swedish company founded in 2026. The founder works as Agentic AI Developer on Sweden Startup Next and Ignite Nordic, and builds our own products with the same workflow. No subcontracting, no offshoring.
Most conversations start with a free 30-minute intro call. No obligation, written summary the next working day.
