We're an engineering studio that designs, builds, and operates AI-native software for regulated teams, from fraud models and RAG copilots to full platform builds. You get a partner, not a product.
Trusted by fintech and SaaS teams from seed to scale
One partner across the whole lifecycle: strategy, build, and run. Every engagement is anchored in an AI-first architecture and the compliance posture fintech and SaaS demand.
Production RAG copilots, agents, and fine-tuned models with evaluation harnesses, guardrails, and human-in-the-loop review built in.
Agents · RAG · Fine-tuningPayments, ledgers, KYC/AML, and lending flows engineered for PCI-DSS and SOC 2, with fraud and risk scoring wired in from day one.
Payments · KYC · RiskMulti-tenant SaaS from zero to scale, including billing, RBAC, dashboards, and APIs, designed to add AI features without re-platforming later.
Multi-tenant · APIs · BillingReal-time pipelines, feature stores, and warehouses that turn raw transactions and events into reliable, model-ready data.
Pipelines · Feature storesCI/CD for models, drift and cost monitoring, and infrastructure-as-code across AWS, GCP, and Azure, so releases stay boring and safe.
MLOps · IaC · ObservabilityThreat modeling, audit-ready controls, and continuous compliance engineering to keep regulated products shippable and inspection-ready.
SOC 2 · PCI · AuditsWe embed with your team and move in tight loops, so you see working software early and often, not just at the end.
A short paid sprint to map the problem, constraints, and compliance surface. You leave with an architecture and a plan.
We prove the risky parts first, such as models, data flows, and integrations, with a working prototype you can put in front of users.
Production engineering in two-week cycles, with security, testing, and observability treated as first-class from the start.
We stay on to operate, monitor, and improve, retraining models, tuning cost, and adding capability as you grow.
A selection of fintech and SaaS teams we've worked with. Tap any project to see what we did and the tech behind it.
Founded in 2021, Code-Graphers is a team of engineers, ML practitioners, and product designers who came out of fintech and enterprise SaaS. We started the studio because most teams could either move fast or stay compliant, but rarely both.
We work as an embedded extension of your team, from first architecture sketch to on-call in production. AI isn't a bolt-on for us; it's the default lens on every system we design.
Tell us what you're building. We'll come back within one business day with a point of view and next steps, with no obligation.