v0.2.2 — Available on PyPI

Trust Infrastructure
for Enterprise AI

Determine trusted data, validate governance policies, explain meaning, and safely return answers — for every AI agent in your organization.

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$ pip install ai-trustgraph $ ai-trustgraph server # Ready → http://localhost:8000/docs $ ai-trustgraph catalog-scan --source snowflake --schema finance # → Indexed 12 tables, 148 columns, 3 schemas $ ai-trustgraph trust-score finance.revenue_fact # → Trust Score 94/100. Freshness: 2h. Lineage: complete. $ ai-trustgraph ask "which datasets can agent-7 use?"
29/29
Tests Passing
3
Cloud Providers
6
Enterprise Routes
100%
Open Source Core

Every AI agent deserves a trust layer

AI-TrustGraph sits between your AI agents and your data, providing semantic understanding, trust scoring, and policy enforcement.

Semantic Catalog

Auto-scan Snowflake and Databricks. Build a searchable catalog of datasets, columns, and metrics — not just names, but meaning.

Trust Scores

Every dataset gets a 0–100 trust score based on freshness, completeness, lineage, and owner verification. Agents query with confidence.

Data Contracts

Define and enforce contracts on schema, freshness, and ownership. Get alerted when data drifts before it breaks downstream.

Governance Policies

PII detection, GDPR compliance scans, and audit-ready reports. Make sure every agent respects your data policies.

Oracle Resolution Engine

Natural language interface for AI agents: "Which datasets can forecasting-agent use?" — resolved through trust, governance, and lineage.

Usage Metering

Track every trust evaluation, policy check, and agent query. Usage dashboard and billing built-in for enterprise deployments.

Community & Enterprise

The core engine is MIT-licensed and open source. Enterprise features — governance, usage metering, license enforcement — ship in a companion package.

ai-trustgraph — MIT Licensed

Full semantic catalog, trust scores, data contracts, Oracle engine, CLI, and REST API. Deploy anywhere, forever free.

# 1. Install & launch the OSS core
$ pip install ai-trustgraph
$ ai-trustgraph server
# → Uvicorn running on http://localhost:8000

# 2. Scan your data catalog
$ ai-trustgraph catalog-scan --source snowflake
# → Indexed 247 datasets across 14 schemas

# 3. Compute trust & query the oracle
$ ai-trustgraph trust-score finance.revenue_fact
# → 94/100. Freshness: 2h. PII: none. Approved.
$ ai-trustgraph ask "is revenue_fact safe for forecasting-agent?" 
          
View on PyPI Star on GitHub

ai-trustgraph-enterprise — License-Key Authenticated

Governance policies, PII detection, usage dashboard, billing, and license enforcement. Extends the OSS server with 6 enterprise routes.

$ pip install ai-trustgraph-enterprise

# Python API — instant trust checks
from ai_trustgraph_enterprise import Client

client = Client(license_key="tg_acme_growth")
client.trust_score("revenue_fact")
client.governance_scan("customer_email")
client.validate_license()  # → plan, usage, warnings
client.close()

# Or extend the FastAPI server
from ai_trustgraph_enterprise import extend_server
extend_server(app)  # → /governance, /usage, /billing 
          
Get a License Key

Scale with your AI adoption

Start with the free OSS core. Add enterprise capabilities as your AI program grows. No hard limits — overage pricing keeps things running.

Community
Free forever

MIT-licensed. Self-hosted. Full core engine.

  • Semantic Catalog
  • Trust Scores
  • Data Contracts
  • Oracle Resolution Engine
  • CLI + REST API
  • Snowflake + Databricks
pip install ai-trustgraph
Starter
$25K /year

Series A startups & first AI initiatives.

  • Everything in Community
  • 100K trust evaluations/mo
  • 500 governed datasets
  • Up to 10 agents
  • Data Contracts
  • Email Support
Get Started
Growth
$75K /year

Enterprise business units & AI expansion.

  • Everything in Starter
  • 1M trust evaluations/mo
  • 5,000 governed datasets
  • Up to 100 agents
  • Governance Policies
  • PII Classification
  • SSO/SAML + Audit Logs
Get Started
Enterprise
$250K+ /year

Fortune 500, healthcare, financial services.

  • Unlimited everything
  • Private deployment
  • Azure / AWS / GCP
  • HIPAA · SOX · GDPR Packs
  • Dedicated Support + SLAs
  • Professional Services
Contact Sales
Overage pricing — No hard shutdowns. Trust evaluations: $0.20/1K (Starter) · $0.10/1K (Growth). Additional agents: $1,000/yr (Starter) · $750/yr (Growth). Additional datasets: $2/dataset/month.

Your cloud, your rules

Production-ready Infrastructure-as-Code for all three major clouds. Each guide includes step-by-step instructions and hardening checklists.

Microsoft Azure

Container Instances + PostgreSQL Flexible Server

az deployment group create --template-file deploy.bicep Azure Guide

Amazon Web Services

ECS Fargate + RDS PostgreSQL

aws cloudformation deploy --template-file template.yaml AWS Guide

Google Cloud Platform

Cloud Run + Cloud SQL (Terraform)

terraform apply -var-file=terraform.tfvars GCP Guide

Policy enforcement at scale

Define, scan, and enforce governance policies across every dataset your AI agents touch. Pre-built templates for SOC 2, GDPR, HIPAA, and custom compliance frameworks.

PII Classification

Auto-detect personally identifiable information across columns and tables. GDPR Article 4 classification built-in. Custom classifiers for your domain.

Policy Layers

Stack policies by domain: PII at the catalog layer, access control at the agent layer, retention at the dataset layer. Compose without conflict.

Audit Logging

Immutable, tamper-evident audit log of every trust evaluation and policy execution. Export to Splunk, Datadog, or your SIEM of choice.

Real-Time Alerts

Slack, PagerDuty, and webhook alerts when an agent accesses restricted data. Set thresholds per dataset, agent, or policy category.

Compliance Reports

One-click SOC 2, HIPAA, and GDPR compliance reports. Evidence package generation for auditors with attestation timestamps.

Data Residency

Enforce geographic constraints on data access. Agents respect sovereignty boundaries. EU, US, APAC regions out of the box.

Built for production AI fleets

The enterprise package adds everything teams need to govern AI agent data access at scale.

License Enforcement

Every enterprise deployment checks a signed license token. Soft enforcement — warnings and dashboards, never hard shutdowns.

// curl -s http://localhost:8000/usage/license/validate?license_key=tg_acme_growth
{
  "tenant": "836328251e5be03a",
  "plan": "growth",
  "display_name": "Growth",
  "status": "warning",
  "warnings": ["Trust evals at 85% of monthly limit"],
  "expires": "2028-01-01"
}
Usage Dashboard

Real-time visibility into trust evaluations, policy checks, datasets governed, and active agents. Make expansion decisions with data.

// curl -s http://localhost:8000/usage/dashboard/{tenant_id}
{
  "current_usage": {
   "trust_evaluations": {"used": 847231, "limit": 1000000, "percent": 84.7},
   "policy_checks": 12092,
   "contract_validations": 881,
   "lineage_requests": 3412
  },
  "health": "warning",
  "upsell_recommendation": "At 85% usage you'd benefit from Enterprise..."
}
All Events Tracked

Six event types capture every dimension of usage. Billing, dashboards, and analytics all driven from the same event stream.

trust_evaluation

Primary billing metric. Every dataset access check.

policy_execution

GDPR, PII, SOX policy scans.

contract_validation

Data contract assertions verified.

lineage_request

Graph lineage queries.

agent_query

Oracle / semantic searches by AI agents.

dataset_search

Catalog and metadata searches.

Channel Partner Program

Resell AI-TrustGraph to your customers. Competitive margins, co-marketing, and dedicated partner engineering support.

Silver Partner

15% recurring commission. Listing in partner directory. Standard training & onboarding.

Gold Partner

20% recurring commission. Co-branded collateral. Priority deal registration. Quarterly QBRs.

Platinum Partner

25% recurring commission. Joint GTM funding. Dedicated SE team. Custom integration support.

Full Partner Program Details

From startup to Fortune 500

AI-TrustGraph grows with you. Start with the free OSS core, prove value with Starter, expand with Growth, and go unlimited with Enterprise.

For Startups

Ship faster with the free OSS core. Semantic catalog, trust scores, and data contracts out of the box. No vendor lock-in. Prove your AI is trustworthy to investors and customers.

For Mid-Market

The Starter and Growth plans give you governance policies, PII detection, audit logs, and SSO/SAML. Deploy on your own cloud. Usage-based overage — no surprises.

For Enterprise

Unlimited datasets, agents, and trust evaluations. Private VPC deployment on Azure/AWS/GCP. HIPAA, SOX, GDPR packs. Dedicated support and custom SLAs.

AI-TrustGraph converts trust into recurring revenue. Every AI agent deployment creates demand for trust verification. As AI adoption grows inside each customer, usage naturally drives upgrades — Starter → Growth → Enterprise — without changing the core product. The key KPI is Monthly Trust Evaluations (MTE), giving investors a clear, predictable growth signal.

For an investor briefing, revenue model details, and a live demo, schedule an introductory call.

Schedule an Investor Briefing

Ready to trust your AI agents?

Start with the free OSS package. Upgrade to Enterprise when you're ready to scale.

pip install ai-trustgraph Star on GitHub
Download on theApp Store
Get it onGoogle Play
Download formacOS