Trustworthy AI for Regulated Data Environments
Prevent hallucinations, enforce compliance, and validate every AI response across your financial, healthcare, or insurance workflows. Dapto Govern provides full-spectrum governance for GenAI in high-stakes environments — making sure what your AI says is not just plausible, but provably correct.
Model returned 15%, verified data shows 12%
Potential misinterpretation of readmission criteria
The Enterprise-Grade Trust Layer for GenAI
Dapto Govern is the enterprise-grade trust layer for GenAI. It adds comprehensive governance controls on top of Dapto Shield and Connect, helping enterprises in finance, healthcare, and insurance deploy AI that is accurate, auditable, and aligned with policy.
At its core, Govern addresses the biggest challenge in enterprise AI: hallucinations — confidently wrong answers that can lead to real-world business risks.
Dapto Shield
Instantly protect your AI from prompt injection, jailbreaks, and risky outputs.
Dapto Connect
Securely connect AI to your internal data with real-time masking and policy control.
Dapto Govern
Gain full governance over your AI with hallucination prevention and compliance audits.
How It Works
Dapto Govern uses a sophisticated two-step process to prevent AI hallucinations and ensure every response is verified against your enterprise data.
Metadata Context Enrichment
Before the AI generates a response, Dapto injects enriched metadata context — like column descriptions, classifications, data domains, and lineage — into the LLM's prompt. This helps the model understand your data accurately and generate correct responses.
Example
In a healthcare system, if a user asks for "readmission rate," Dapto knows which table defines patient discharge vs. readmission and avoids confusing it with irrelevant metrics.
Table: patient_readmissions
Columns: patient_id, admission_date, discharge_date, readmit_date, department
Definition: Readmission is defined as return within 30 days of discharge
Classification: PHI, HIPAA regulated
Answer the following question: What is the readmission rate for cardiac patients?
SELECT (Q2_2023_revenue - Q1_2023_revenue) / Q1_2023_revenue * 100 AS growth_pct FROM financial_metrics WHERE period = 'Q2_2023';
growth_pct: 12.0
Output Validation Against Enterprise Data
After a response is generated, Dapto cross-verifies the result against actual data from your source systems. If there's a mismatch, the user is notified — with side-by-side details.
Finance Example
User: "What was the revenue growth last quarter?"
AI: "15%"
Dapto verifies against Snowflake and finds the actual growth is 12%
→ Dapto alerts:
"The model returned 15%. Verified data shows 12%. Please review the corrected insight below."
This process ensures your teams never act on hallucinated data, providing confidence in AI-generated insights across your organization.
Enterprise Applications
See how organizations across regulated industries are using Dapto Govern to deploy trustworthy AI with confidence.
Healthcare – AI-powered patient insights
Care managers ask GenAI for patient outcome summaries. Dapto ensures only verified, de-identified data is used, and validates all metrics against source EMRs — protecting PHI and ensuring HIPAA compliance.
Key Benefits
- Automatic verification of patient metrics against EMR data
- PHI detection and de-identification in all responses
- Comprehensive audit trail for HIPAA compliance
- Role-based access controls for clinical data
Enterprise-Grade AI Governance
Dapto Govern provides comprehensive AI governance features to ensure your AI is accurate, compliant, and trustworthy.
Metadata-enriched prompt context
Inject rich metadata into prompts to reduce misinterpretation and help the AI understand your data structures accurately.
Post-response validation
Automatically verify AI-generated responses against your enterprise data sources to ensure accuracy and prevent hallucinations.
Discrepancy alerts & response diffing
Receive immediate alerts when AI responses don't match verified data, with side-by-side comparisons to highlight differences.
Policy enforcement
Implement and enforce policies like "no forecasting for unauthorized users" to maintain control over sensitive information.
Risk scoring and approval workflows
Automatically score AI responses for risk and route high-risk responses through approval workflows before delivery.
Full audit trail
Maintain comprehensive logs of all prompts, outputs, sources, and users for compliance and governance requirements.
Compliance dashboards
Access intuitive dashboards with search, export, and alert capabilities to monitor compliance across your organization.
Governance insights
Gain valuable insights by department, model, and business domain to continuously improve your AI governance strategy.
Continuous improvement
Leverage feedback loops and performance metrics to continuously enhance AI accuracy and governance effectiveness.
Seamless Integration with Your Ecosystem
Dapto Govern seamlessly integrates with your existing data sources, LLMs, and enterprise systems.
Data Sources
Document Storage
LLM Models
Metadata Sources
Flexible Implementation to Fit Your Needs
Choose the deployment option that works best for your organization's requirements and technical capabilities.
Console
View policy matches, hallucination flags, approval history, and user activity.
- Comprehensive governance dashboard
- Real-time hallucination monitoring
- Compliance reporting and analytics
- User and role management
- Approval workflow management
- Audit log search and export
The Critical Trust Gap in Enterprise AI
of enterprise hallucinations go undetected until it's too late.
Dapto Govern ensures you always know what your AI is doing — and whether it's right.
The Real Cost of AI Hallucinations
Regulatory Violations
Incorrect AI outputs can lead to compliance failures and regulatory penalties
Financial Losses
Bad decisions based on hallucinated data can cost millions
Reputational Damage
Loss of trust when AI provides incorrect information to customers or stakeholders
Frequently Asked Questions
Everything you need to know about Dapto Govern
Our FP&A team loves the flexibility of GenAI, but our CFO wouldn't approve it without validation and logs. Dapto Govern gave us both — it's now part of our standard stack.
