Domain Intelligence Governance Platform

Govern AI with confidence.
Deploy with proof.

Windmill DIGP is the enterprise platform that ensures your AI assistants are accurate, compliant, and domain-aware — from evaluation through production monitoring.

≥95%
Answer Accuracy
≥98%
Citation Accuracy
1,635+
Tests Passing
14/14
RFQ Requirements Met

One unified platform for domain-aware AI governance

DIGP combines pre-release quality evaluation, runtime policy enforcement, and domain-aware conversational AI into a single governed platform — giving enterprises full control over their AI lifecycle.

See Products
🧠

Domain Copilot

Conversational AI with domain packs, analytics, and explainability

AI Eval

Pre-release quality gates & regression detection

AI Sentry

Runtime policy enforcement & monitoring

🔧

Governed Platform Core

Multi-tenant context, RBAC, immutable audit trail, and trace viewer

Three products. Complete AI governance.

Each product addresses a critical phase of the AI lifecycle — from pre-release validation to runtime enforcement to domain-intelligent interaction.

✓ Pre-Release

Windmill AI Eval

Ensure every AI release meets quality standards before it reaches users. Run evaluation suites, detect regressions, and make data-driven go/no-go decisions.

  • Test Console — ad-hoc query testing with full evidence traces and citations
  • Golden Assets — SME-approved reference Q&A sets with version control
  • Suites & Runs — batch evaluation with automatic regression detection
  • Release Gates — data-driven go/no-go deployment decisions
  • Readiness Dashboard — stakeholder-facing quality overview at a glance
Readiness Dashboard
97.2% overall accuracy
Answer Accuracy 95.8%
Citation Accuracy 98.4%
Scope Compliance 99.1%
Regression Pass Rate 100%
⚡ Runtime

Windmill AI Sentry

Monitor and enforce AI behaviour in production. Detect scope violations, apply policies in real-time, and maintain a complete audit trail for compliance.

  • Policy Engine — author and deploy enforcement rules at the organization level
  • Scope Manager — define knowledge boundaries per assistant and domain
  • Live Monitor — real-time violation detection with severity routing
  • Review & Approvals — human oversight hub with escalation queues and SLAs
  • Audit Reports — compliance evidence generation and regulatory reporting
Policy Monitor
1 Query received — user asks the AI assistant
2 Scope check — verify query is within boundaries
3 Policy enforcement — apply rules to response
4 Violation detected? — route for review or auto-resolve
5 Audit logged — immutable trace recorded
🧠 Intelligence

Domain Copilot

A domain-aware conversational AI that operates strictly within defined knowledge boundaries. Powered by configurable domain packs with transparent fact vs. interpretation separation.

  • Domain Packs — configuration-driven onboarding via YAML for any industry vertical
  • Semantic Search — natural language queries over case studies with source citations
  • Boundary Enforcement — 3-layer checks prevent cross-domain hallucination
  • Analytics Engine — trend analysis, correlations, and frequency queries
  • Explainability — full retrieval trace with sources and quality scores
Domain Intelligence Pipeline
1 Intent Classification — factual, analytical, trend, or exploration
2 Domain Boundary — 3-layer enforcement (keyword → taxonomy → LLM)
3 Retrieval — semantic vector search with domain-scoped filtering
4 Personalization — context injection for user's org, industry & region
5 Generation — cited response with fact vs. interpretation labels

Built for every role in the AI lifecycle

From executives needing deployment confidence to engineers requiring technical control — DIGP delivers clear value across the organization.

👔

Executive Sponsor

Gain full visibility into AI readiness and compliance posture. Make confident go/no-go decisions backed by data, not gut feeling.

Readiness dashboards with real-time metrics Regulatory compliance evidence on demand Risk-quantified deployment decisions
🛡️

Governance & Compliance Lead

Enforce policies automatically and maintain immutable audit trails. Meet regulatory requirements with generated compliance reports.

Automated policy enforcement at scale Immutable audit trail for every interaction Ready-made compliance report generation
🔬

Domain SME / Reviewer

Review AI outputs with full evidence traces. Approve golden reference sets and correct domain-specific guidance without engineering support.

Evidence-backed review workflows Golden asset curation with versioning Direct feedback loops to improve AI accuracy
⚙️

AI / ML Engineering Lead

Run batch evaluations, compare models, and detect regressions automatically. Ship with confidence using data-driven release gates.

Automated regression detection across releases Multi-model benchmarking and comparison Full trace viewer for debugging pipelines
📊

Operations / SRE

Monitor live AI interactions, detect violations in real-time, and route issues with severity-based escalation. Close SLAs on violations.

Real-time violation detection and alerting Severity-based escalation and routing SLA tracking and operational dashboards
🌍

Transformation Lead

Ask natural language questions about domain trends and get grounded, cited answers. Drive transformation strategy with AI-powered insights.

Conversational access to domain intelligence Trend analysis with cited sources Personalized insights by industry and region

Production-proven performance

≥95%
Answer Accuracy
≥98%
Citation Accuracy
7×
Agent Pipeline Depth
3-layer
Boundary Enforcement

Where DIGP delivers impact

From aviation compliance to industry transformation — the platform adapts to your domain.

Aviation & Logistics

Dangerous Goods Regulation Compliance

Govern AI assistants handling IATA DGR queries with ≥95% accuracy and full citation trails. Automated evaluation ensures regulatory-grade reliability before every release.

AI Eval AI Sentry
Manufacturing & Industry 4.0

Industry Transformation Intelligence

Enable transformation leaders to explore case studies, analyze trends, and discover best practices across sustainability, AI, and operational efficiency — all within governed domain boundaries.

Domain Copilot AI Sentry
Financial Services

Regulated AI Advisory

Deploy AI advisors in wealth management and banking with policy-enforced scope boundaries, real-time compliance monitoring, and complete audit trails for regulatory reviews.

AI Eval AI Sentry Domain Copilot

The governed AI lifecycle

From domain onboarding to production monitoring, every step is auditable, measurable, and enforceable.

Onboard any industry vertical using configuration-driven domain packs. Define knowledge boundaries, taxonomy, and scope policies via YAML. No code changes needed — the platform adapts to your domain, not the other way around.
Domain SMEs curate approved Q&A sets that become your evaluation benchmark. Version-controlled golden assets ensure consistency across releases. These references power regression detection and accuracy measurement.
Run batch evaluation suites against golden references. Compare models and pipeline configurations side-by-side. Release gates provide data-driven go/no-go decisions — no AI ships without proof.
Policy Engine enforces rules at runtime. Scope Manager prevents out-of-domain responses. Live monitoring detects violations and routes them to reviewers. Every interaction is logged with an immutable audit trail.
Closed-loop feedback from production violations feeds back into evaluation. SME corrections become new golden references. Continuous improvement cycle ensures your AI gets better with every release.

Built for scale, security, and compliance

🏢

Multi-Tenant

Isolated environments per organization with governed context management

🔐

RBAC & Governance

Fine-grained role-based access with dedicated governance roles

📋

Immutable Audit

Every interaction traced and logged — ready for regulatory review

🇨🇭

Swiss Hosted

AWS eu-central-2 (Zurich) — Swiss data residency and compliance

🤖

Multi-LLM

Provider-agnostic — OpenAI, Claude, Gemini, Azure, and Bedrock

🔄

CI/CD Ready

Evaluation suites integrate into your deployment pipeline

📡

API-First

RESTful APIs for seamless integration with existing infrastructure

Real-Time

Live monitoring, streaming responses, and instant violation alerts

Ready to govern your AI
with confidence?

Get in touch