We're an engineering studio that designs, builds, and operates AI-native web software for fintech and SaaS teams, from fraud models and RAG copilots to the platforms your business runs on.
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 the reliability and compliance posture your industry demands.
Production RAG copilots, agents, and fine-tuned models with evaluation harnesses, guardrails, and human-in-the-loop review built in.
Agents · RAG · Fine-tuningHigh-performance web apps and sites with modern frontends, robust APIs, and accessible, responsive interfaces built to convert and scale.
React · Next.js · APIsPayments, 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 new features without re-platforming later.
Multi-tenant · APIs · BillingReal-time pipelines, warehouses, and dashboards that turn raw events and transactions into reliable, decision-ready data.
Pipelines · Warehouses · BIThreat modeling, audit-ready controls, and continuous compliance engineering to keep regulated products shippable and inspection-ready.
SOC 2 · HIPAA · AuditsWe de-risk the AI first, then engineer around it, so you ship something grounded and reliable, not a demo that falls over in production.
We pin down the task, data, and evaluation up front, so success is measured, not guessed.
A working model against your real data, with an eval harness and guardrails from day one.
We build the product around it: retrieval, APIs, and UI, with citations and fallbacks.
We monitor quality in production, retrain on real outcomes, and keep latency and cost in check.
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.