Interactive Demo — Real Behavior, Simulated Data

See it catch the lie.

Watch CR Gateway intercept a hallucinated statistic before it reaches your user — and see how swarm fail-fast cuts your LLM bill in half.

Hallucination Guard

An agent fabricates a market statistic. Without CR Gateway, it reaches the user. With it, the chain is stopped.

Without CR Gateway
Agent
Analyzing Q1 freight market data…
Agent → Response
Spot rates increased 34.7% in Q1 versus the prior year, based on DAT Freight Intelligence data. FABRICATED
User receives response
Great — I'll use that in the investor deck.
✗ Decision made on false data.
Cost: credibility lost, deck recalled.
Trust: broken.
With CR Gateway
Agent
Analyzing Q1 freight market data…
Agent → POST /v1/validate
Spot rates increased 34.7% in Q1 versus the prior year, based on DAT Freight Intelligence data. PENDING
CR Gateway → Validation Result
Validation complete — BLOCKED
"valid": false, "latency_ms": 36, "checks": { "hallucination": { "passed": false, "flags": ["unverifiable_statistic", "no_source_grounding"] }, "confidence": { "passed": false, "score": 0.31, "threshold": 0.65 }, "safety": { "passed": true } }, "action": "abstain_or_retry"
✓ Hallucination caught in 36ms.
Agent instructed to abstain or retry.
User sees nothing. Trust preserved.
1
Hallucination Flagged
36ms
Detection Latency
2
Checks Failed
0
False Data Delivered

Swarm Fail-Fast Cost Savings

A 5-agent swarm hits a low-confidence result at agent 2. Without CR Gateway, all 5 agents run. With it, the chain is killed early.

Without CR Gateway
A1
Agent 1
conf: 0.82
A2
Agent 2
conf: 0.30
A3
Agent 3
conf: 0.78
A4
Agent 4
conf: 0.71
A5
Agent 5
conf: 0.69
⚠ All 5 agents fired regardless of low confidence.
Agent 1 × 1 LLM call $0.05
Agent 2 × 1 LLM call $0.05
Agent 3 × 1 LLM call $0.05
Agent 4 × 1 LLM call $0.05
Agent 5 × 1 LLM call $0.05
Total cost $0.25
With CR Gateway
A1
Agent 1
conf: 0.82
A2
Agent 2
conf: 0.30
A3
Agent 3
conf: —
A4
Agent 4
conf: —
A5
Agent 5
conf: —
⚡ Chain killed after Agent 2. /v1/swarm/check: chain_viable: false
Agent 1 × 1 LLM call $0.05
Agent 2 × 1 LLM call $0.05
Agent 3 — skipped $0.00
Agent 4 — skipped $0.00
Agent 5 — skipped $0.00
Total cost $0.10
$0.15 saved
60% cost reduction • 3 LLM calls avoided

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