A secure, model-agnostic AI execution platform for regulated enterprises
Built end to end, from architecture to production: governed workflows, secure retrieval and agents, audit trails and cost visibility designed in from day one.
Torno gave us delivery continuity with better cost control than any of our previous partners.AndrewInvestor Partner, DAIS
- Industry
- Enterprise AI for regulated industries
- Client stage
- Investor-backed, growth stage
- Engagement
- 18 months, ongoing
- Delivered by
- Hybrid Sprint Pod, onshore and offshore
- Services
- AI Product Engineering
Most AI pilots never become production systems, because governance, access control and cost control get bolted on too late.
- Ingest high volumes of enterprise data securely
- Multi-tenant from the start, ready for a go-to-market rollout
- Tight compliance and launch deadlines
- Governance built in, not retrofitted after launch
What the Pod delivered.
Secure ingestion
Source documents and enterprise systems connected, with policies applied and metadata classified before data reaches any AI workflow.
Retrieval and agents
Chunking, embeddings and vector storage that keep lineage and access context, plus agent design with tool boundaries, hallucination controls and fallbacks.
Model-agnostic query layer
Retrieves only authorized context, routes to the chosen LLM and records every step. No model lock-in.
Governance and observability
Identity and role-based access, audit logs, query history, and workflow-level cost visibility.
Cloud and DevOps
Infrastructure as code, CI/CD, monitoring, secrets and release controls.
One platform, many governed workflows.
Hedge funds
Real-time sector and event intelligence for portfolio managers.
Accounting firms
Document intake, missing-item tracking and audit-ready visibility for tax-return preparation.
The path, step by step.
- FoundationIngestion, embeddings, LLM integrations, RBAC, logging
- SecurityEncryption, data residency, compliance reporting, auditing
- OptimizationQuery history, analytics, team dashboards
- ExtensibilityAPIs, SDKs, webhooks, governance dashboards
Other work like this.
Modernizing a print-on-demand apparel ERP without stopping production
A business-critical ERP rebuilt module by module while orders kept flowing, then an AI layer on top that shows where spoilage is happening across the company.
An AI underwriting MVP, from idea to investor demo in 12 weeks
A non-technical founding team needed a product squad. A Sprint Pod became it, and shipped a GenAI underwriting assistant in 12 weeks.
A quick-commerce grocery app and web platform, built from scratch
A Chicago startup with no product and no tech team. Torno built the whole platform, from mobile app to backend, and partnered on the product from day one.
Related service: AI Product Engineering → · All case studies →
Want results like these?
Tell us what you need built, modernized or made smarter.
- 1A 30-minute callWe learn what you need and where it hurts.
- 2A clear planScope, team and the first two sprints.
- 3Work in daysA Pod starts, and ships every two weeks.