AITWIRE AI · Capability

Private AI

Test the AI you run — from inside.

For cIOs, CTOs, and support leaders running copilots and chatbots

Continuous testing of the AI you run — copilots, support bots, website chat — against your approved information, with observed retrieval and higher-confidence measurement.

Public AI can only be observed from outside. The AI you run can be tested from inside: retrieval is observed rather than inferred, sampling is effectively unlimited, and true holdouts are possible — so AITWIRE measures accuracy, citation, groundedness, safety, coverage, and leakage at reasonable-assurance confidence, against the same approved information your public measurements grade against. Safety and leakage here are screens you define: each sampled answer is checked against the deny-patterns and never-say terms you configure for that system.

What this function includes

  • Registered private endpoints (copilots, support bots, website chat)
  • Accuracy, citation, groundedness, safety, coverage, and leakage — measured at reasonable assurance
  • Safety and leakage screening against deny-patterns and never-say terms you configure per system
  • Real user questions mined into owner-approved test probes
  • Continuity testing — whether the process can run on an approved alternative when a vendor fails, retires a model, or changes under you

More ways to run AITWIRE AI

Capabilities

Engineering Agent (your own AI)

Connect Claude, ChatGPT, Grok, Gemini or your organization’s own AI over MCP and work your measurements, findings, and corrections from it.

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AI Answer Measurement

Five scored dimensions, sample sizes and 95% confidence intervals — every probed engine, against your own approved facts.

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Paid, Earned & Owned Orchestration

Proposed actions across paid, earned and owned — you approve each step, and every change is re-measured.

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AI Ads Management

Connected read-only, by your grant. Where a vendor reports AI placements you see AI ad spend; where it doesn't, we say so — we never estimate a share the vendor won't publish.

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AI Answer Assurance

The formal engagement: thresholds committed before measurement, reproducible judging, and a tamper-evident evidence trail toward ISO 42001, NIST AI RMF, SOC 2, and ISAE 3000 programs.

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Regulatory Monitoring

Governed rules, memory governance, and auditable records for what AI systems may read and say about you — evidence your compliance program can hold.

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AI Procurement

A continuous acceptance test for the AI you buy: the vendor’s AI measured against your approved information before you sign and every cycle after.

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AI Commerce

Sell products and services through AI conversations — catalog items appear in AI answers with buy links, kept current by real-time sync.

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Analyst Agent

It reads the measurements, diagnoses what moved, and proposes the next action into your approval queue. Nothing acts without you.

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