Karmaflow
Login

AI Workforce / Review & Compliance

Every conversation gets a second pass.

After every Karmaflow conversation — voice, chat, SMS, email — the same agent reads the full session as evidence and acts on what it learned. It writes memory, completes the handoffs the live work didn't finish, sends the follow-up only when one is earned, and files a complete audit trail. Calibrated by the domain experts above the loop, not invented in the moment.

See it on one of yoursWalk through a real session

What the pass does

Review, recovery, growth, and audit — in one reflective pass.

Read the brief and you would expect “review and compliance” to mean an AI agent audit trail and a policy check. In production it is doing all of that and three more things — synthesising intelligence the live agent couldn't see, completing failed handoffs with calibrated judgement, and extending the relationship where it earns one. Four functions. One reflective pass. Same agent.

01 · Synthesise

Intelligence the live agent could not see.

The live agent is inside the conversation, working the task. The review pass reads the full session as evidence and writes a structured record — value tier, satisfaction, sentiment arc, opportunity signals, red flags, the next-best action — so the next interaction starts with continuity, not a cold start.

Memory record · session 8492Written
Value tierPremier · 11 yrs
Sentiment arcfrustrated → neutral → grateful
ResolutionResolved · no follow-up needed
OpportunityTrip mention: Lisbon, October
Next actionConcierge note · travel desk hand-off if member opts in
02 · Recover

Failed handoffs, finished.

The pass does not trust that the live work succeeded. It re-reads the transcript to verify escalations actually fired, that routing was correct, that the right inbox was on CC. Where something fell through, it completes the work — with the right department, the right reply-to, the right context. Never freelancing — only finishing what the live agent already started.

Escalation · routedCompleted
Toroadside.dispatch@…
CCmember · per convention
Reply-toservice@… (lands in queue)
ReasonLive agent named the dept · routing not confirmed in transcript
03 · Extend

A thoughtful note, where it earns one.

Where there is a real opportunity to delight the member — an unanswered question, a passing trip mention, a rewards gap, a seasonal hook — the pass runs full enrichment against the knowledge base and a tiered domain allowlist, then composes a personalised follow-up. The test we hold it to: would the member be genuinely pleased to receive this?

Follow-up · email draftSent
Hi Anna — you mentioned Lisbon in October. Two quick things from our travel desk: your CAA Protect coverage extends across the EU at no extra step, and the Praça do Comércio walking pass we recommend is currently a member benefit through November. Reply if you'd like the link.
Voice: thoughtful friend at CAA·2 verified links
04 · Audit

The ledger, written every time.

Every session ends with an audit write — which path the pass took, why a follow-up did or did not fire, which sources informed the enrichment, what the live agent did well, and where the live agent breached competency. That last column is the closed-loop quality system: review feeds the prompt that the next live conversation will run on.

Audit row · session 8492Filed
Pathsynthesise → extend (no escalation)
SourcesKB §protect-eu · domain allowlist (3 hits)
Custom fieldstrip.country, trip.month
Live-agent flag—

Anatomy of a reflective pass

One conversation. Four artifacts written from it.

A real member called about a battery question that resolved cleanly in eight minutes. The live agent did its job. Here is what the same agent produced afterwards — read the transcript on the left, then read the four things the review pass wrote from it on the right.

Voice transcript · session 849208:14
Hi — my car battery's been getting weaker. I want to know if I can just swap it through CAA before I head to Lisbon in October.Member · 09:02
Yes — Battery Service can come to you. Looking at your vehicle now: a Group 48 AGM is in stock locally, installed at home, two-year warranty. Would Friday morning work?Agent · 09:02
Friday is great. And honestly, the trip is what made me think about it — I don't want to deal with a flat car when I get back.Member · 09:03
Booked — Friday 8–10 am, technician will text on arrival. Have a great trip.Agent · 09:03
End of live session

The conversation is over. The next pass begins on the complete record.

Outputs · review pass09:04
1 · Memory writestructured record
Trip mention captured against the member profile so the next conversation — whether agent or teammate — opens with continuity, not a cold start.
member.trip = { country: "PT", month: 10 } member.signals += "battery-replaced-pre-trip"
2 · Handoff verifiedno recovery needed
The Battery Service booking was inspected against the dispatch log. Routing confirmed; CC convention honoured. The pass does not act when the live agent already did.
3 · Follow-upextend · earned
The trip mention is a real opportunity. Enrichment pulled the EU coverage clause and one verified member-benefit link. A short, specific note was composed — voice: thoughtful friend at CAA — and sent.
4 · Audit rowfiled to ledger
Path taken, sources used, custom fields added, live-agent competency flags — written to the audit store and exportable. No row is ever skipped.

Calibrated, not absolute

The discipline is in what the pass refuses to do.

A reflective layer that fires on every signal is a spam machine. The judgement that makes this safe is the AI agent governance discipline written by the domain experts above the loop, enforced at the platform layer, never invented by the model in the moment. Six of the gates a Karmaflow review pass checks before it composes anything.

Operating principle“Equipped vs. abandoned. Silence does not equal failure.”
Skip

Equipped member

The live conversation answered the question. No follow-up is sent. Silence does not equal failure — it equals service that landed.

Skip

Jurisdiction mismatch

A request that belongs in another region or product line is not re-routed by the review pass. The live agent already named the boundary.

Skip

Emergency redirect

When the live conversation pointed the member to an emergency line, the review pass does not chase, schedule, or write back.

Skip

Phone-only category

Categories that domain experts have flagged as voice-only never receive a written follow-up — even when the signals would otherwise qualify.

Skip

Self-serve path open

If the member has a one-click path in the portal, the review pass does not duplicate it with an email or SMS.

Skip

De-dupe gate

A follow-up never fires twice for the same signal across the same relationship window. The ledger is checked before the layer composes.

Brand discipline

Domain experts above the loop write the rules. The pass executes them.

The review pass never freelances on what it may say. Plain-English rules from product owners compile into runtime constraints the layer honours at every step — contact surfaces, pricing claims, refund framing, tone. Per product family, per situation. The same pattern wraps the live agent — see enterprise security.

Policy · battery-service.md

Tone is "thoughtful friend at CAA."
Never quote a price; pricing is set in field by the technician.
Never frame the replacement as a refund.
Contact surface: email only; SMS reserved
  for the day-of-service window.
Cancellation copy must offer the
  member-services number, never a portal link.

Compiled guardrails (runtime)

  • tonecomposer is locked to the “friend-at-CAA” voice token; no salesy register
  • denyoutput containing price, $, or quote is blocked pre-send
  • denyoutput framing the work as refund is rewritten to replacement under coverage
  • routeSMS surface allowed only if session.kind == "day-of-service"; otherwise email
  • auditevery send signed with the rule version that authorised it

Disciplines written today for CAA NEO product families:

CAA ProtectSecurianBattery ServiceERSTire SalesCancellation

The closed loop

The review pass also reviews the live work.

This is the deepest function and the one most easily missed. Most AI agent observability stops at logging — the metrics go to a dashboard, the dashboard goes to an engineer. The Karmaflow review pass takes the next step: every audit row carries a column for live-agent competency breaches — a wrong price quoted, a policy leaked, an emergency escalation missed, coverage adjudicated when it shouldn't have been. Architects above the loop read those flags and tune the prompt the next live conversation will run on. Quality is not measured; quality is closed.

Why this matters

Most AI systems measure quality after the fact and call it observability. This closes the loop. The review pass is not just reviewing itself — it is grading the live agent against the rules domain experts wrote, and surfacing the gap.

Architects above the loop see the breach, tune the rule, redeploy. The next live conversation runs on the better prompt. The next review pass watches for the same class of breach. The system improves because every conversation is also a piece of evidence about how the system should behave.

In production

The shape is not theoretical. It is running at CAA NEO today.

Six product families. Live across voice, chat, email, and SMS. Every session reflected on after it ends. The review pass is the system that lets the live agent stay focused on the member while the relationship and the audit trail still get the attention they need.

“We've been using Karmaflow for months. The results have been astonishingly positive.”
David Coffey · VP, Enterprise Solutions
CAA North & East OntarioRead the case study →

FAQ

What buyers ask when they understand the category.

The market is converging on the same words — AI agent audit trail, AI agent QA, AI agent observability, AI agent governance — and most of the answers in market are written by tool vendors. Here are eight questions we actually get from operators and compliance leaders, answered with how the review layer behaves in production today.

01What does Karmaflow mean by "the review layer"?
The reflective pass every Karmaflow agent runs after the live conversation ends. Same agent, second function. It reads the full transcript as evidence and acts on what only a complete record can reveal — writing a structured memory record, completing the handoffs the live work didn't finish, sending a follow-up only when one is earned, and filing a complete AI agent audit trail. Non-conversational by design. The member never sees it; they only see the better next conversation.
02How is the review layer different from AI agent observability tools like LangSmith, Braintrust, or Arize?
Those platforms sit outside the agent. They watch traces and metrics, surface drift to engineers, and tell you when something looks wrong — useful, separate problem. The review layer sits inside the agent itself. It reads what the agent just did as evidence and then takes action: memory writes, completed escalations, customer follow-ups, audit rows that include live-agent competency flags. Observability tells your engineers something is off. The review layer fixes the customer's missed handoff before they notice.
03How is this different from contact-centre QA software like Observe.AI, Zendesk AutoQA, or Balto?
Contact-centre QA tools score agents — human or AI — against a rubric after the call so a QA team can coach with the result. They are scorecards. The review layer is operational: it doesn't just grade the conversation, it completes it. Escalations are finished, memory is written, follow-ups are sent, and the same pass writes the score onto the audit row so architects above the loop can tune the live prompt directly. One agent, both jobs — no parallel platform to integrate.
04Does the review layer help with the EU AI Act, Colorado AI Act, and other 2026 regulations?
Yes, on the parts the regulation actually cares about. Every audit row captures who initiated the action, what data was retrieved, which policy was in force at the time, and which model and configuration produced the answer — the four pillars a defensible AI agent audit trail needs. The EU AI Act's high-risk obligations are enforceable from August 2, 2026, with penalties up to €35M or 7% of global turnover; the Colorado AI Act is enforceable from June 2026. Your compliance team gets the evidence trail, not a PDF policy.
05Does the review layer prevent AI hallucinations?
It is post-hoc — it reads the transcript, it does not pre-empt it. Live hallucination prevention is the live agent's job (structured outputs, retrieval grounding, the rules domain experts write into the prompt). What the review layer does is catch a hallucination after the fact, flag it on the audit row with severity and a suggested tune, and feed that flag back into the prompt the next live conversation will run on. Guardrails block; the review layer learns. That is what closes the quality loop.
06Will customers feel watched by a second AI?
They never see it. The review layer is non-conversational by design — its only outputs are internal memory, completed routing, an occasional follow-up email if one is earned, and an audit row. When the member does receive a follow-up, the test the layer is held to is: would I be genuinely pleased to receive this in my inbox? The voice is “thoughtful friend who works at CAA,” not marketing bot. And six exclusion gates make sure the layer stays silent in the cases where silence is the service.
07Can our compliance and audit teams replay every decision the agent made?
Yes. Every session ends with an audit write that captures the path the review pass took, why a follow-up did or did not fire, which knowledge-base sources and external domains informed the enrichment, which custom schema fields were added, and any live-agent competency breaches. Exportable to your SIEM. Versioned against the rules in force at the time. This is the “tamper-evident, replayable” standard the 2026 enterprise-AI governance literature now expects.
08Is the review layer a separate product? A second agent? A second bill?
No, no, and no. The review layer is a function of every Karmaflow agent — voice, chat, SMS, email — included in the same deployment, the same platform, the same bill. Domain experts in your organisation write the discipline (tone, contact surfaces, exclusion gates, pricing claims) in plain English; we compile it into runtime guardrails the layer honours at every step. The live agent runs the conversation; the same agent runs the reflective pass afterwards. Singular agent, plural function.

Talk to us

Bring us a recent conversation. We'll show you the pass.

Share a transcript or a recording from a real session in your operation. We will walk you through what the review pass would have written from it — the memory record, the handoff verification, the follow-up (or the well-judged silence), and the audit row — before any contract conversation.

Enterprise security →Integrations →Support agents →Data analyst agents →Pricing →

We use this to scope the walkthrough. No newsletter. No retargeting pixel. Privacy policy.