We measure everything we ship — and hand you the numbers.
Every model is benchmarked against held-out distributions, regression-tested in CI, and continuously monitored in production. Drift, latency, and quality metrics surface in the dashboards your team already uses — before they reach your users.
We document so your team doesn't repeat the work. Architecture diagrams, runbooks, and incident playbooks land in week one — not week ten. When we leave, nothing breaks.
Six principles, held without exception.
Ship, don't demo
A prototype that never reaches users is a cost, not a deliverable. We optimize for what survives production.
Rigor over hype
Every claim is backed by an eval. Every system has metrics. We bring conviction and numbers, not a sales deck.
Transparent always
Fixed scope, fixed timeline, fixed price, weekly demos. No hourly games, no padded invoices, no silent overruns.
Senior, end to end
No subcontracting, no hand-offs to juniors. The engineers who scope the work are the engineers who build it.
Yours to own
Code, weights, and artifacts are work-for-hire. SOC 2 & ISO 42001 aligned. You own everything we build.
We stay if you want
30-day handover included. Retained pods available when the system is live and you want senior capacity on call.
From first build to studio.
A short, honest history. We've grown deliberately — taking on the work that lets us keep the bar high, and saying no to the work that doesn't.
- 2024
The studio begins
Spiral Lab is founded in Lahore around a simple thesis: AI teams don't need more prototypes, they need systems that survive production. First client builds ship within months.
- 2025
Agents & evals as default
Autonomous, tool-using agents become a core capability. Every engagement now ships with evaluation suites, monitoring, and runbooks as standard — not an upsell.
- 2025
Across three regions
Production systems live across EU, US, and MENA, spanning six industries. Retained pods become the norm as clients keep senior capacity on call.
- Today
30+ systems, one bar
Thirty-plus production systems and counting — every one held to the same standard: shipped on schedule, measured in the open, and owned by the client.
The people on the keyboard.
A senior, hands-on team. Updated live from the studio — shaping what we ship.
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Secure by default
SOC 2 Type II controls · ISO 42001 aligned. NDA, MSA & DPA usually signed within 24 hours.
Production-grade
Every system ships with evals, monitoring, and runbooks. Nothing goes live flying blind.
Scope to live, fast
Most systems ship in 6–12 weeks on a fixed timeline. Miss a date and we cover the difference.