The full AI ecosystem, from strategy to production.
CaraFin designs, builds and runs AI for businesses that need it to work in the real world. One team covers strategy, data, models, agentic AI, applications, integrations, governance and day-to-day operations, so nothing falls between vendors.
Every layer of AI, under one roof.
Most AI projects stall at the seams: between strategy and engineering, models and data, a pilot and production. We work across every layer, so it all fits together.
Consulting and development, end to end.
Engage us for one piece or the whole program.
AI Strategy & Roadmap
Find where AI pays back first and build a roadmap your business and IT teams can deliver.
- AI readiness assessment
- Use-case discovery and ROI sizing
- Build vs. buy vs. partner decisions
Data & Integration
Get your data AI-ready and connect AI to the systems you already run.
- Data pipelines and cloud data platforms
- CRM, LMS, collection and payment integrations
- APIs, webhooks and event streams
Model & LLM Engineering
Choose, ground and evaluate the right models for each job.
- Model selection and benchmarking
- Retrieval (RAG) over your documents and data
- Prompt design, evaluation and guardrails
Agentic AI Development
Custom AI agents that hold conversations, use tools and complete work end to end.
- Voice, text, chat and email agents
- Tool use and workflow automation
- Human-in-the-loop handoff and review
AI Application Development
Full-stack products and internal tools with AI built in from the start.
- Web apps, portals and dashboards
- Document processing and case management
- Analytics and reporting with AI insights
Governance, Security & Compliance
Responsible AI your risk, compliance and security teams can sign off on.
- AI policies, approvals and model risk oversight
- Audit trails, monitoring and QA
- Regulatory reviews (incl. Reg F, FDCPA, TCPA, UDAAP)
From first conversation to live in production.
Discover
Interviews, data and systems review, and a prioritized set of AI opportunities.
AssessmentDesign
Architecture, model choices, workflows and controls, signed off by your team.
BlueprintBuild & launch
Develop, integrate and test, then launch in stages with clear success measures.
Pilot to productionOperate & improve
Monitor quality, cost and outcomes, and keep tuning models, prompts and workflows.
Managed AI
We build AI we run ourselves.
Our AI Dialer, AI Texting, AI Personas and Gap Shield products run in regulated lending every day. The same team, practices and controls behind them are what we bring to your project, in financial services and beyond.
What you walk away with
- An AI roadmap tied to business outcomes
- Working software: agents, apps and integrations in production
- Governance your risk and compliance teams can sign off on
- Documentation and handover, or ongoing managed operations
- A measurement plan so you can see what AI is delivering
Tell us what you want AI to do. We’ll tell you honestly what it takes, and build it with you.