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Platform · Improve

QA, scorecards & human handoff

Keep your agents good and keep a human on hand for the hard cases. Mirakash scores every conversation with LLM-judge scorecards, flags issues by rule into a review queue — plus human-in-the-loop escalation that routes a hard case to a human provider or another agent and resumes the caller.
QA, scorecards & human handoffHow it works

Agent quality drifts silently until customers complain

Nobody reviews ten thousand calls by hand, so bad answers slip through unseen, the same failure repeats, and there's no path for the one call the agent truly can't handle. The first sign of a problem is a churned customer.

app.mirakash.com/qa
QA /Review queue
N
ScorecardsEscalationsIssues
Escalations
7
Failing
2
Avg score
4.6
Reviewed today
31
#c8f2
Refund not resolved
+1 646 · billing
AMescalated
#c8e9
Low CSAT · 2.1
+1 312 · order status
PKopen
#c8d4
Agent stuck
+1 628 · reschedule
JDescalated
#c8c1
Wrong store hours
+44 20 · hours
AMopen
#c8b7
Off-policy answer
+1 210 · refund
PKreview
Capabilities

What's in the box.Each one in the product today.

  • 01

    LLM-judge scorecards

    Every conversation is scored by an LLM judge against your rubric — no manual sampling.

  • 02

    Flagging rules

    Rules flag conversations that breach a threshold and open an issue for review.

  • 03

    Review queue

    Flagged calls land in one queue for a human to review, confirm, or dismiss.

  • 04

    Human-in-the-loop

    Hard cases escalate to a queue that routes to a human provider or another agent.

  • 05

    Consult-and-resume

    The human answers, and the agent resumes the caller — a consult, not a blind transfer.

Consult, don't transfer

Human-in-the-loop that answers the agent, not takes over the call

When an agent hits a case it can't close, it escalates to a queue that routes to a human provider or another agent, gets the answer, and resumes the caller itself — a consult-and-resume loop, not a blind transfer that drops the customer into a cold hold.

Escalation · fees
Caller is withagenton hold line
Ticket
ESC-0142
Routed to
Fees desk
Consult loop
  • agentOn call
  • ESC-0142—
  • Fees desk · person—
  • callerHolding
  1. starting…
Hand-off
consult
Caller
kept
Answer
—
Record
—
callerresumed
Quality on autopilot

Score every call, flag the bad ones, review what matters

An LLM judge grades every conversation against your rubric, flagging rules open issues on the calls that breach a threshold, and a review queue puts exactly those in front of a human. What you learn feeds back into the agent — a flywheel, not a one-time audit.

QA · judge
In review00 of 5 scored · threshold 70
Rubric
admissions
Sampling
none
Scorecards
  • C-2201 · ··Queued
  • C-2202 · ··Queued
  • C-2203 · ··Queued
  • C-2204 · ··Queued
  • C-2205 · ··Queued
  1. starting…
Scored
0 calls
Flagged
—
Reviewed
—
Fed back
—
judgefed back

Your next call, answered.Every channel with Mirakash.