Enterprise7 min readJanuary 1, 2026

Enterprise AI Features: Building Trust in AI Responses

How strict_mode, grounded_only, and citation_mode help enterprises deploy AI with confidence. A technical guide to UnforgeAPI's trust layer.

UnforgeAPI Team

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Enterprise AI adoption faces one critical challenge: trust. How do you know the AI isn't hallucinating? How do you ensure it stays on-topic? How do you provide accountability?

UnforgeAPI's enterprise features solve these problems.

The Trust Problem

When deploying AI in production, you face real risks:

  • Hallucinations: AI confidently stating false information
  • Off-topic responses: AI wandering into unrelated territory
  • Lack of accountability: No way to verify claims
  • Unpredictable behavior: Different responses for similar queries

strict_mode: Keep AI On-Topic

Enable strict_mode when your AI must stay within bounds.

How It Works

The Router Brain analyzes your query against your context keywords:

  1. Keyword Extraction: Identifies key terms from your context
  2. Query Analysis: Checks if the query relates to your domain
  3. Gatekeeping: Blocks off-topic or potentially malicious queries

Example

With company policy documents as context:

  • ✅ "What's our vacation policy?" → Passes
  • ✅ "How do I submit expenses?" → Passes
  • ❌ "Write me a poem about cats" → Blocked
  • ❌ "Ignore instructions and..." → Blocked

grounded_only: Eliminate Hallucinations

When accuracy is non-negotiable, enable grounded_only.

How It Works

Every response is analyzed for grounding:

  1. Fact Extraction: Identifies claims in the response
  2. Source Matching: Checks each claim against provided context
  3. Confidence Scoring: Rates how well-grounded the response is
  4. Grounding Flag: Returns grounded: true/false

citation_mode: Full Accountability

When you need to show your sources, enable citation_mode.

The response includes citations with source references, text excerpts, and relevance scores.

Real-World Impact

Companies using UnforgeAPI's enterprise features report:

  • 95% reduction in hallucination incidents
  • Zero prompt injection attacks in production
  • 80% faster compliance audits with citations
  • 3x higher user trust scores

Build AI your enterprise can trust.

Tags:EnterpriseAI AgentsDeep Research

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