Process and conversation quality

Follow customer progress across recorded conversations.

AutoQC offers cumulative conversation review for customer journeys that span several calls. Scope a relationship timeline showing what progressed, which commitments remain open and where instructions changed, with the relevant source conversations.

Scope a relationship audit

When individual call scores miss the journey

One agent requests a document, another promises a follow-up and a third gives a different instruction. Each call can look reasonable on its own while the customer remains stuck. Journey owners need the sequence to judge whether required steps actually moved forward.

Start with your workflow

The inputs that make the analysis useful

Ordered customer histories

Recordings or transcripts with call IDs, dates and an authoritative customer, profile or case key. Include known gaps and duplicate records.

Journey rules and events

Your stages, required actions and completion criteria. Supply relevant CRM events or other outcome evidence when a completed action needs confirmation.

Build the timeline around meaningful steps

Review the sequence against your journey: information requested, concern addressed, next action promised and completion evidenced. Define which stages apply to each relationship. A later call can close an earlier open step when it supplies the required evidence; averaging independent call scores would hide that progression.

Distinguish a commitment from completion

“I will upload it tonight” records an intention. It does not prove receipt. Agree the evidence required for each completed step, whether that is a conversation statement accepted under your process or an external event. Keep promised, reported and confirmed actions separate wherever that distinction affects review.

Make handoffs and contradictions visible

Compare instructions across calls and identify conflicting requirements, dates or next actions. Attach the sources so a process owner can check whether the difference is a legitimate change or a gap in handling. Mark incomplete histories explicitly: missing recordings should not become an invented account of what happened between contacts.

Keep the right people and records together

Use a grouping key your business considers authoritative. A shared phone number can belong to several people, and duplicated recordings can create false progress. Define those cases before constructing a timeline. Where linking remains uncertain, preserve the uncertainty rather than combining customers into a persuasive but incorrect history.

Review histories as complete units

Use examples with successful progression, stalled steps, handoffs and missing history. Ask reviewers to judge the cumulative result and its source evidence, including when a step should stay open. This checks whether the report answers the journey question, rather than merely repeating a summary of each individual call.

Illustrative example

A document request across three fictional calls

A document request across three fictional calls
SourceRecorded eventCumulative review
Call 1, MondayAgent requests document A.Document receipt remains open.
Call 2, TuesdayCustomer promises an upload.Promise recorded; receipt unconfirmed.
Call 3, ThursdayAgent says document B is required instead.Instruction conflict needs review.

Fictional history. No upload event is supplied, so the example does not mark submission complete.

Scope the history workflow

We agree grouping, stage rules, completeness indicators and the timeline output. Chronology handling, deduplication and joins with CRM or outcome records may require a custom pipeline defined around your available data.

Questions about this workflow

Can we use a phone number to group calls?

Only if it is an authoritative key for your use case. Shared numbers and changing numbers require explicit treatment.

Can the review confirm a promised action happened?

Only when the agreed completion evidence supports it. A recording of a promise alone leaves the action open.

Related use cases

01 / Process and conversation quality

Call auditing against your SOP

Your agents serve different call types, products and customer situations. A disclosure may be mandatory in one conversation and irrelevant in another. You need an audit that follows those distinctions and gives supervisors a clear reason to inspect a call.

Explore this use case: Call auditing against your SOP
02 / Sales and customer understanding

Complaint and repeat-contact analysis

Your dashboard shows closure, but the customer calls again about the same problem. Complaint teams need to inspect the sequence: what was promised, which handoff occurred, what changed and whether the available evidence supports the recorded resolution.

Explore this use case: Complaint and repeat-contact analysis
03 / Sales and customer understanding

Sales objection analysis and handling review

A lost sale tells you little about whether the customer questioned affordability, needed another decision-maker or wanted clearer product information. Sales leaders need the concern and the response together to decide what the team should practise.

Explore this use case: Sales objection analysis and handling review

See where your journey stops progressing

Describe the customer stages you want reviewed and the history keys you can provide. We will define a cumulative audit using representative customer sequences and your completion rules.

Scope a relationship audit