ISO 42001 & SOC 2 aligned
NDA, MSA, and DPA on request — usually signed within 24 hours.
Production‑grade by default
Every system ships with evals, monitoring, and runbooks.
Scope to live in 6–12 weeks
Fixed timeline, weekly demos, no scope creep. Or we eat the cost.
A senior engineering studio for teams shipping production AI.
Spiral Lab is a small, senior team — no offshore subcontracting, no junior engineers billed at senior rates. Every line of code is written by someone who has shipped AI in production before. The people on the discovery call are the people on the keyboard.
We work like infrastructure engineers, not consultants. Evaluation suites from day one. Observability before launch. Runbooks your platform team can actually own. We're done when the system runs without us — and most clients still keep us on a retained pod, because they want to.
Fixed scope, fixed timeline, fixed price. Weekly demos. If we miss a date, we cover the difference — that's the bar we hold ourselves to.
Model‑agnostic. Stack‑pragmatic. Opinionated where it matters, flexible where it doesn't. We bring conviction, not a sales deck.
Every system ships with the numbers to prove it works.
Each model is benchmarked against held‑out distributions, regression‑tested in CI, and continuously monitored in production. Drift, latency, and quality metrics surface inside the dashboard 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 delivered on week one — not week ten.
Eight capabilities. One bar.
Every capability below is in production with at least one client. Each ships with evals, monitoring, runbooks, and source. Indicative pricing reflects a typical first engagement — final scope is set during discovery.
Autonomous Agents
Multi‑step systems that plan, call tools, and verify their own output.
- Stack
- Claude · LangGraph
- Tool calls
- Sub‑200ms
- Task success
- 94.7%
Conversational AI
Grounded, multi‑turn assistants — trained on your data, evaluated on your metrics.
- Stack
- GPT‑4 · Claude
- P95 latency
- <150ms
- Intent
- 96.2%
Predictive ML
Forecasting, anomaly detection, and recommendation engines on your data.
- Stack
- PyTorch · XGBoost
- MAE reduction
- 42%
- Scale
- 1M events/day
RAG & Knowledge
Retrieval‑augmented answers with citations and bounded hallucination.
- Stack
- pgvector · Pinecone
- Recall@10
- 97.1%
- Hallucination
- <1.2%
Computer Vision
Detection, OCR, and classification — cloud or on‑device, your call.
- Stack
- PyTorch · YOLOv8
- mAP@50
- 91.8%
- Throughput
- 60+ FPS
Evaluation Suites
Benchmarks, drift monitoring, and CI/CD checks for every model you ship.
- Coverage
- End‑to‑end
- CI/CD
- GitHub · GitLab
- Drift
- Auto‑alerted
MLOps & Infra
Deploy, scale, observe — multi‑cloud, IaC‑managed, with cost guardrails.
- Cloud
- AWS · GCP · Azure
- Orchestration
- K8s · Ray
- IaC
- Terraform
Custom Builds
Bespoke architectures, fine‑tunes, and proprietary pipelines when off‑the‑shelf isn't enough.
- Scope
- Workshopped
- Timeline
- 6–12 wk
- Support
- 30‑day handover
Discovery sprints
Two weeks, fixed price, working prototype. For teams who need to validate before committing to a full build.
Model migrations
Move from one provider to another — OpenAI → Claude, or open‑weights for on‑prem — without losing fidelity.
Cost audits
Inference cost down by 40–70% on average — caching, batching, distillation, and right‑sizing.
Eval rescue
For systems already in production but flying blind. We add evals, monitoring, and SLOs without downtime.
Four steps. No surprises.
A short, structured path from first email to a live system. Every step has a written deliverable — so you always know what you're paying for and what comes next.
Discovery
A 45‑minute call to understand the problem, constraints, and what "shipped" looks like for you. No deck. No pitch.
45 min · freeScope & quote
Within 48 hours: a one‑page scope, a fixed price, a delivery date, and the names of the engineers who'll do the work.
48h turnaroundBuild
Weekly demos, weekly invoices, weekly progress. Working slice in week one, evals in week two, production candidate by week six.
6–12 weeksHandover & operate
Runbooks, dashboards, and a 30‑day support window included. Retained pods available if you want us to keep operating.
Owned by youA senior team, not a marketplace.
Predictable delivery
Fixed scope, fixed timeline, fixed price. Miss a date? We cover the difference.
Transparent pricing
Sprint or retained, billed weekly. No hourly games, no padded invoices.
Production‑first
Evals, monitoring, runbooks from day one. Owned by your platform team on day two.
Secure by default
SOC 2 Type II · ISO 42001 aligned. NDA, MSA, DPA on day one. Code & weights are yours.
Senior engineers only
No subcontracting. The people on the discovery call are the people on the keyboard.
Stays around if you want
30‑day handover included. Retained pods (1–3 days/week) when the system is live.