Your full audit · LLM Cutover

Sample full report

What the full audit gives you

Example data. Everything below is made up to show the layout of a full report (a fictional “is this ticket a sales lead?” task, 500 samples). It is not a customer result and not a prediction for your task.

97.2%raw agreement (example)

81.0%calls the cheap model keeps (example)

$1,050 → $211.90monthly bill, current vs hybrid (example)

14disagreements, all listed (example)

Example verdict: worth testing in production, about $838 a month saved (80%), keeping 98% agreement on the calls the cheaper model keeps.

Example routing table: keep the cheaper model’s answer at or above the threshold, send the rest to your current model.
Threshold	Kept by cheap model	Agreement on kept
0.60	98.4% (492)	97.4%
0.70	94.0% (470)	97.7%
0.80	86.2% (431)	97.9%
0.85	81.0% (405)	98.3%
0.90	72.4% (362)	99.2%
0.95	57.6% (288)	99.7%

Where the cheaper model disagrees (example)

The full audit lists every disagreement, most confident first, and exports them as CSV. 5 of the 14 example rows:

Example disagreements
#	Sample (example)	Current model	Cheap model	Confidence
17	Can you send me the invoice for last month again?	yes	no	0.91
52	We’re comparing you with two other vendors this week.	no	yes	0.88
130	How many seats would 40 people need?	no	yes	0.74
211	Cancel my trial, the price is too high for us.	yes	no	0.69
388	Is there a discount for nonprofits?	no	yes	0.63

Extraction audits show the same per field (for example: email 99.5%, company 97.0%, budget 88.5%), so you can keep the safe fields on the cheap model and send the rest to your current one. Every report also has the router snippet and a JSON download.

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What the full audit gives you

Where the cheaper model disagrees (example)