Blog/A More Advanced Audit Engine, and a Second Opinion When It Counts
A More Advanced Audit Engine, and a Second Opinion When It Counts

A More Advanced Audit Engine, and a Second Opinion When It Counts

Every Calladhere audit now runs on our most advanced reasoning model. Max adds a fully independent second-pass reviewer that verifies every answer before your report is scored.

The Calladhere TeamThe Calladhere TeamProductAugust 4, 20263 min read

Today we're shipping the biggest upgrade to Calladhere since launch.

Calladhere has always grounded every compliance answer in the actual evidence: the transcript, the policy documents, the required disclosures. That doesn't change. What changes today is how deeply the engine works through that evidence, and on Max, who double-checks the result before you ever see it.

A significantly more advanced model on both plans

Every audit now runs on our new reasoning model. It's a real step up in analytical depth, and Rapid and Max both get it. Here's what that means in practice:

Deeper reasoning on every question. The engine now spends substantially more analysis per compliance question, following the evidence chain further, weighing partial and ambiguous language more carefully, and catching the calls that hinge on nuance rather than a clean yes or no.

A confidence rating on every answer. Every finding now shows how confident the engine is in it, so your team knows at a glance where the evidence was unambiguous and where a human eye is worth spending.

Audit · Compliance questions

Agent stated the plan’s monthly premium and effective date

Pass
96% · High confidence

Agent disclosed that benefits vary by county before quoting

Fail
58% · Review suggested
Confidence ratings show your team where a human look is worth spending.

Regulatory rules that stay current. Our compliance team can now push updated ACA and Medicare rule sets straight to the engine. No software release, no waiting. The active version is always visible in your Standards settings.

Settings · Standards

Managed by Calladhere compliance

ACA rule set

v2026.08.01 · updated Aug 1

Active

Medicare rule set

v2026.07.15 · updated Jul 15

Active
Rule set updates reach the engine without a software release.

Accuracy we measure, not just claim. We built a permanent benchmark of audits with human-adjudicated correct answers, and every future change to the engine is regression-tested against it before it touches a single one of your calls. If a change would reduce accuracy, it doesn't ship. Period.

What Max adds: a fully independent second pass

Max runs the same advanced model as Rapid, then puts every answer in front of our deep audit inspector.

This isn't a spot check. A fully independent second AI reviewer re-examines the analysis on every question in the audit, applying deeper reasoning and citing direct transcript evidence to stand behind each answer. Any revision lands before the audit is scored, so what reaches your report is the fully verified result.

First pass

Agent confirmed the customer’s consent to enroll

No

Deep audit inspector

Re-examined the full transcript · cited 04:12

“Yes, go ahead and sign me up for that plan.”

Scored result

YesVerified
On Max, every answer is re-verified before the audit is scored.

On routine questions, the inspector overwhelmingly confirms the first pass. That's exactly what we want to see, and a good measure of how strong that first pass already is. Where it earns its keep is the genuinely hard questions: layered conditions, partial disclosures, language that requires holding several requirements in view at once. Those are the questions where a second, deeper look changes outcomes.

Max audits carry a Verified indicator on the report and receive priority processing.

Rapid delivers the same advanced analysis in a single pass, the right fit for routine, high-volume monitoring where speed and cost efficiency matter most.

Updated pricing

The deeper analysis on both plans and the inspector pass on Max cost more to run. Per-minute pricing is changing:

PlanWasNowWhat you get
Rapid$0.011/min$0.018/minNew advanced reasoning model, single pass
Max$0.018/min$0.025/minSame model, plus independent second-pass verification

Billing works exactly as it always has: one flat rate per audio minute, settled at the up-front estimate, no surprise true-ups.

You can switch plans any time under AI Analysis Model in your settings, including running Max on critical compliance monitoring and Rapid on routine call review.

The bottom line

You told us accuracy is everything. So we put a substantially more capable model behind every audit on both plans, held it to a standard we can measure, and built an independent second reviewer for the audits where being wrong isn't an option.

This is the first release on the new engine, not the last.

Questions about the engine or your pricing? Reach out to your account manager or email us at hello@calladhere.com.