Build AI that ships—with guardrails
We partner with mid-size financial institutions to co-build production AI apps. MVP in 6-8 weeks with built-in evaluation, security, and governance. Your tenant, your data, no lock-in.
What We Do
AI Value & Feasibility
- ✓ Use-case validation
- ✓ Data readiness check
- ✓ Risk assessment
- ✓ Clickable prototype
- ✓ Delivery roadmap
MVP Development
- ✓ Working application
- ✓ 1-2 key workflows
- ✓ Security baseline
- ✓ Evaluation harness
- ✓ Pilot rollout
Scale & Operate
- ✓ LLMOps & monitoring
- ✓ Cost optimization
- ✓ Continuous evaluation
- ✓ Model governance
- ✓ Performance tuning
How We're Different
Evaluation-led delivery
Every feature ships with safety checks and rollback paths
Tenant-first architecture
Runs in your cloud - your keys, logs, and IP
Model & cloud agnostic
Swap models without rewrites. Azure-strong, AWS/GCP ready
Our Accelerators
What makes 6-8 weeks possible
Voxcel RAG Kit
Connectors, chunking, ranking, caching
Agent Workbench
Tooling, guardrails, human-in-the-loop
Eval & Safety Harness
Quality, bias, red-team scripts, drift alerts
App Scaffold
Auth, roles, audit logs, telemetry, feature flags
Cost & Perf Monitor
Token budgets, latency tracking, autoscaling
Proof & Process
Discovery & Validation
Use-case selection, data audit, prototype
MVP Development
Build with accelerators, security-first
Scale & Operate
LLMOps, cost optimization, governance
Beachhead Use Cases That Work
Document-heavy decisions
Underwriting, claims, KYC/AML
Agentic operations
Support triage, change management
Risk & compliance
Evidence collection, control checks
Ready to Ship AI in Weeks?
Book a 30-minute discovery call to discuss your use case, data readiness, and delivery timeline.
Book Discovery CallOr email: contact@voxcellabs.io
Quick Details
Co-sourced squad embedded with your team
Azure (deep), AWS/GCP capable
Fixed sprint → capped MVP → retainer
In your tenant, always