Decode Your Business Deterministically.
Build & Ship Reusable Agents 3x Faster.
Vouchstone auto-transforms your rules, processes, and data into context-aware agents. Powered by a deterministic knowledge graph, these agents operate under strict guardrails to deliver secure, auditable, and hallucination-resistant automation.
Build once. Reuse everywhere. Govern every action.
From business intent to production-ready agents in weeks—not months.
“AI coding agents give you the power to go fast; Vouchstone gives you the truth to stand behind it.”
AI Agents you can vouch for.
The problem
AI Can Code. Enterprises Still
Can't Scale It.
The problem isn't building agents. It's making them trustworthy enough to run the business.
Unstructured and Low-Quality Data
Business data is scattered across PDFs, Slack threads, contracts, and legacy exports in inconsistent formats.
Vouchstone Edge: Turn raw enterprise data into a confidence-scored knowledge graph.
Lack of Context and Legacy Integration
Off-the-shelf agents don't know your business logic and can't safely talk to decades-old ERP or mainframe systems.
Vouchstone Edge: Connect agents to business context + 70+ legacy and enterprise systems.
Security, Privacy, and Governance
Ungoverned agents are real exposure — no rules checked, no budget capped, no record of what they touched.
Vouchstone Edge: Scope every agent. Check every action. Record every decision.
How it works
Engineering the future. Protecting your legacy.
While ordinary AI “guesses and re-guesses,” Vouchstone anchors your business in a mathematically verified, deterministic truth ledger.
From Pilot to Production in 6 Weeks
1
Named Forward Deployed Engineer
20+
In-built Agents, e.g. Email Drafting
70+
Real connectors, working drivers
See it in action
Turn messy business data into accurate, deterministic, and verifiable agent outcomes.
Deterministic by Choice
Balancing precision and budget
Most AI platforms guess — and re-guess, burning tokens on every call.
Vouchstone pairs a deterministic engine with LLM model routing: every fact is
extracted once, verified, and reused — not re-generated — at a fraction of the cost.
Ingest & Extract
Documents, contracts, Slack threads, and legacy exports — extracted through a 5-pass, multi-model pipeline that checks every fact against formal logic and constraints.
Verified Knowledge Graph
Every fact scores 90%+ to promote automatically into a typed, versioned graph; the rest waits for human approval.
Reusable Agents
Every agent is scoped to its own sub-graph — retrieving only what it's cleared to see. This is the main event: agents that actually know your business.
Verify with Advisors
A panel of AI advisors answers your question, cites its sources, and signs the decision to a hash-chained ledger.
Inside the extraction pass
Also patented — deterministic documents
Deliverables generated straight from structured data
When an agent produces a real deliverable — a finance model, a board deck, a compliance report — emboss-pdf, our own patented engine, generates the file directly from structured JSON pulled from your knowledge graph. No LLM freehand-writing a document — the same input always produces the same output, byte for byte.
Independently verified
U.S. Patent 12,536,365 B1
emboss-pdf is built and maintained by Vouchstone, not a third-party dependency.
Vouchstone Edge
Every Migration.
Accountable. Repeatable. Verifiable.
Move legacy systems to modern platforms without losing the business knowledge.
Legacy / ERP / Data Warehouse Migration
Move from PeopleSoft, mainframe, or on-premise warehouses to a modern target — with every mapping decision grounded in verified business context.
Source Systems
- PeopleSoft
- Mainframe
- ERP
- Data Warehouse
Business Knowledge Graph
Unified view of data, rules, and relationships.
Mathematical Verification
A CNF + Z3 engine checks logical consistency.
Business Rules
Policies, transformations, and validation logic.
Target
- Modern ERP
- Cloud
- Data Platform
Verified Mappings
Every field, rule, and transformation is mathematically verified.
Auditable Waves
Every decision is traceable. Every wave builds on the last.
True Sovereignty
Why Vouchstone’s Sovereign & Air-Gapped model is different
Most “sovereign AI” offers mean data residency and little else. Vouchstone Sovereign & Air-Gapped means the graph, the harness, the agents, and the models all run on your infrastructure — end to end.
Grounded KG & Open-Source Harness — in Your VPC
The same knowledge graph and open-source agentic harness that power every tier, deployed entirely inside your own VPC — no external calls, nothing leaves your network.
Deterministic Coding Agents, 5-Tier Agentic Memory
Agents reason over a real code graph — files, classes, functions, and calls as typed nodes — backed by the same 5-layer memory stack (working, episodic, semantic, procedural, meta) every agent runs on.
Domain-Specific, Self-Hosted SLMs
Fine-tune open-weight small language models on your own data via LoRA, and run them entirely on your infrastructure — true sovereignty, not just data residency.
Industries
Built for regulated industries
Built with zero-trust security architecture, our platform automates audit trails to guarantee total compliance.
Legal
Law firms bill only 38% of the workday industry-wide. Vouchstone helps you draft and review contracts faster, research case law in plain English, and keep your firm's knowledge secure and compliant.
Industry benchmark
38%
Average law firm utilization rate
Clio Legal Trends Report
Compliance by Design
Built for the EU AI Act’s core obligations
High-risk AI systems must satisfy human oversight, record-keeping, and transparency requirements. Vouchstone doesn’t bolt these on after the fact — they’re how the platform already works.
Human oversight
Every agent action is gated by autonomy level, requires human approval, and can be stopped at any time.
Record-keeping
Every decision is automatically logged to a signed, hash-chained ledger — permanent and replayable.
Transparency
Every policy governing agent behavior stays inspectable end to end, not a black box.
Integrations
Vouchstone connects seamlessly
to your stack
With 70+ real connectors, Vouchstone reaches your legacy infrastructure and your modern apps alike. Our named FDE can add a new one within a 24-hour SLA.
Talk to usTestimonials
Our Clients Speak for Us
Sharda University
Noida, India
Vouchstone unifies Oracle PeopleSoft HR, Campus, and Finance into one governed AWS data lake with natural-language querying and a signed audit log.
Visit site“Vouchstone gave us one governed view across PeopleSoft HR, Campus, and Finance — something we’d tried to stitch together for years. Our teams can ask questions in plain language now, and every answer comes with a signed audit trail our compliance office actually trusts.”
Sharda Hospital
Noida, India
Vouchstone unifies patient records, clinical systems, and lab data into one governed, HIPAA-aligned data lake with natural-language querying and a signed audit log.
Visit site“Clinical staff can now ask for a patient’s history across records, systems, and labs in plain language, instead of hunting across three separate logins. Every query is grounded and logged, which matters as much to our compliance team as it does to our doctors.”
Planetor Earth
Swindon, United Kingdom
Vouchstone unifies satellite imagery, weather, and telematics data into a geospatial resilience agent for freight operations — real-time disruption alerts, adaptive rerouting, and a signed audit log.
Visit site“Freight disruptions used to reach us after the fact. With Vouchstone unifying satellite, weather, and telematics data, we get real-time alerts and adaptive rerouting instead — and a signed record of every decision the system makes.”
Pricing
Open, Platform, Enterprise, or Sovereign & Air-Gapped
Open
Individual engineer, no procurement
$0 — free
+5,000 welcome tokens on signup
- Vouchstone Open SDK + standalone harness runtime
- Self-hosted, bring your own LLM keys
- Command-line tools to build and test agents
- No credit card or account required to start
Platform
Team self-serving past free tier
$59/seat/mo + metered overage
Minimum 50 seats · +2,000 tokens/seat/mo included
- Hosted extraction pipeline, self-serve KG wizard
- Wiki, Company Brain + Council
- Agent Studio, Agent Harness, Evals, and Guardrails included
- Monthly token allowance per seat, then metered overage
Enterprise
Security/compliance-gated rollout
$59/seat/mo + $15,000/agent/yr
Minimum 50 seats · +2,000 tokens/seat/mo included
- Everything in Platform
- Agent Optimization tuning, custom rules for agent behavior, full autonomy control
- Fine-grained access controls, dedicated budget, exportable audit trail
- Dedicated support team
Sovereign & Air-Gapped
Highly regulated industries
Contact us
Custom annual license — priced per engagement
- Everything in Enterprise
- Signed, fully self-hosted deployment package
- Turnkey self-hosted LLM inference — no external API calls, ever
- Custom annual license, scoped and quoted per engagement
Ready to move?
Ground your first agent.
Start free with the Open SDK — no procurement needed. For SSO, dedicated support, or a sovereign deployment, tell us what you're working on and we'll reply within a few hours.
Email us directly
admin@vouchstone.aiHeadquartered in
Fremont, California