We Manage it For You
Get output without running the engineering operation. Bring us your roadmap and we take it from there: we operate the agents, ship the releases, and own everything after launch.
Fraction is now DevHawk
Same team, new name, new model. We build with agentic engineering: small senior teams directing fleets of coding agents, which is why the scope that used to need a department now needs a pod.
Architecture, engineering and construction
Every GC, sub, design firm and construction software company has been told they need AI. Far fewer have anything in production that a project team opens on a Monday. That gap is the whole job.







We deploy AI agents to either build custom software for you (20% human, 80% agentic) or fix bottlenecks in your engineering pipeline slowing down the team.
Your AI agents cover the whole build and keep it running: specs, code, review, QA, infrastructure, maintenance. Choose to have our senior engineers operate the factory, or run it in-house with our setup and support behind you.
Get output without running the engineering operation. Bring us your roadmap and we take it from there: we operate the agents, ship the releases, and own everything after launch.
The DIY option. We customize the agents, plug them into your existing engineering operation, and you run it.
Most conversations in this space start in one of these places. Find the row that sounds like your week — that's the conversation we want to have.
Bids rest on one senior estimator's spreadsheet, and historical cost data never makes it into the next number.
Every drawing revision means re-counting by hand, and nobody can say what changed between Rev C and Rev D.
Monthly owner and exec reporting is a person exporting from three systems and pasting into a deck.
You can see cost to date. Cost at completion is a feeling, and it arrives a month late.
RFIs, submittals, specs and change orders live in four systems that don't talk, so answers get re-litigated.
Daily logs get written twice — once on paper in the truck, once in the app that night.
Features your customers keep asking for sit behind an engineering queue you can't hire your way out of.
Every new logo means another Procore, Autodesk or ERP connector built from scratch by your senior people.
The shaded rows are the ones we hear from software teams; the rest come from operators. Plenty of firms are both. Not on the list? Bring it anyway — the first call is scoping, not selling.
No rip and replace. We connect to what your teams open every day, and your system of record stays where it is. If you're the one building the platform, this is the list your customers ask you to integrate with.
Also: custom ERPs, legacy SQL job-cost databases, and the shared drive nobody wants to talk about.
The technology stopped being the constraint about eighteen months ago. Ownership is the constraint now.
Case studies
Two builds, start to finish: the problem, what we shipped, and what the client said about it.
ProNovos
Construction financial intelligenceTheir platform serves 77 construction firms, but releases came every 2–3 weeks from an outsourced team, pages took 5–15 seconds to load, and there was zero test automation. Their own product director had already proven the product could be rebuilt in Claude. They needed the engineering system to make it real.
Stood up the Software Factory in April: scaffolded repo, CI/CD, QA automation from zero, and coached their product director, PM, and designer to ship production code with agents. Weekly production releases since May.
From the client“We had a conversation at 4:30 one evening. The next day at our 1:00 call, they had already built what we were talking about. I got to give the build team an A-plus.”
Paryani Construction
Commercial constructionThis Atlanta GC's founder had built his own subcontract tool with ChatGPT and Excel VBA. It worked “98% of the time”, but edge cases were breaking it, and data still reached their ERP by manual CSV import.
Rebuilt the tool from scratch, wired read/write sync into their Acumatica ERP, added e-signature and role-based approvals, and ran our own QA pass before their team ever tested it. Deployed to production June 24.
From the client“Every single project that goes out for bid, you're competing against two other contractors minimum... from the perspective of software, that's also competition. Who has the best software... I want to win.”
How we work, who's on the bench, the industries we build in and everything we've shipped. Start at the top.
Thirty minutes with Zahra. Bring a problem from the list above and you'll leave with a scope and an honest read on whether it's worth building.