Tool Gate · How it works
How the Post-Call Intelligence Pipeline gate works
How the Post-Call Intelligence Pipeline grades one AI-handled service call on 6 quality signals — grounded answering, escalation correctness, task resolution: a false-confirmation gate forces ESCALATE NOW when the agent tells a caller something was done before it was verified — which is how the call scores 95 and still reads ESCALATE NOW.
How the gate works
This tool grades one AI-handled service call across 6 quality signals. Each control is marked from your own evidence and weighted into a 0–100 score — and then the score is run past a gate that can only make the verdict worse.
The 6 weighted controls
| Signal | Weight |
|---|---|
| Grounded answering | 22 |
| Escalation correctness | 20 |
| Task resolution | 20 |
| Disclosure & policy | 16 |
| Conversation handling | 12 |
| Tone | 10 |
| Total | 100 |
The verdict bands
A false confirmation - telling the caller something was done before it was verified - or a required escalation that never fired forces ESCALATE NOW no matter how high the call scores.
In the worked sample it scores 95 out of 100 and still reads ESCALATE NOW — The call scores 95 - five of six signals maxed, the kind of number a QA dashboard would file as clean. But the transcript shows a false confirmation: the agent told the caller something was done before it was actually verified. That trips the gate and forces ESCALATE NOW regardless of the 95. The one thing to fix first: Escalate this call now - the false confirmation is the dispositive issue, not the few points of tone that kept it off a perfect 100..
Common questions
Can something score well on the How the Post-Call Intelligence gate works and still fail?
Yes. The weighted score is run past a worsen-only gate — the Verified-before-confirmed — that can only make the verdict worse. In the worked sample it scores 95 out of 100 and still reads ESCALATE NOW, because the call scores 95 - five of six signals maxed, the kind of number a QA dashboard would file as clean. But the transcript shows a false confirmation: the agent told the caller something was done before it was actually verified. That trips the gate and forces ESCALATE NOW regardless of the 95.
What is a worsen-only gate?
A dispositive rule that can only lower a verdict, never raise it. One fatal flaw overrides an otherwise-good score, because a single disqualifying gap shouldn't hide behind a high average. The tool also names the one thing to fix first — here, "Escalate this call now - the false confirmation is the dispositive issue, not the few points of tone that kept it off a perfect 100.".
Grades the call transcript and its outcomes, not the agent as a person. Deterministic scoring only - no model judgment call.
Embed this diagram
Free to share and embed with attribution (CC BY 4.0) — keep the link to redhub.ai.
Interactive — renders the live diagram
<iframe src="https://redhub.ai/visuals/tool/post-call-intelligence-pipeline.html" title="How the Post-Call Intelligence Pipeline gate works — RedHub AI" width="760" height="1657" loading="lazy" style="border:0;width:100%;max-width:760px"></iframe>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai/visuals/tool/post-call-intelligence-pipeline">How the Post-Call Intelligence Pipeline gate works</a> — by <a href="https://redhub.ai">RedHub AI</a>, the AI that tells you when to doubt it.</p>Image + link — a static picture for any blog
<a href="https://redhub.ai/visuals/tool/post-call-intelligence-pipeline"><img src="https://redhub.ai/visuals/tool/post-call-intelligence-pipeline-share.png" alt="Diagram of the Post-Call Intelligence Pipeline: six call-quality signals and a 95/100 call forced to ESCALATE NOW by a false-confirmation gate." width="760" loading="lazy" style="max-width:100%;height:auto;border-radius:16px"></a>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai">RedHub AI</a> — the AI that tells you when to doubt it.</p>
This is how Post-Call Intelligence Pipeline works. More diagrams in the Visual Field Guide.