# Every conversation reviewed. Every lead with receipts.

> Every call analyzed against your campaign's objective, conversation quality scoring, disposition intelligence, email lead scoring, and human QA on every lead.

Page: https://demandgentic.ai/platform/quality · Updated 2026-11-01

Every call is transcribed and analyzed against the campaign's objective and success criteria, and every email lead is scored on verified human engagement. Our quality team reviews leads before they reach you, and what reviews teach becomes approved learnings for the next campaign.

## What Quality & Intelligence does

- **Campaign-aware call analysis**: One analysis per call reads the conversation against the campaign's objective, criteria, and call flow, and returns a verdict with its reasons.
- **Conversation quality**: A separate score for how the call was handled, so coaching is about the conversation, not only the outcome.
- **Disposition intelligence**: Outcomes classified across every campaign, with the phrases that came before them, so you see why calls end the way they do.
- **Email lead scoring**: Clickers scored by intent from verified clicks, links, and page visits. The strongest become leads for review.
- **Human review**: Our quality team checks leads against the criteria agreed with you. Leads that miss are rejected, not delivered.
- **Review it yourself**: Your team can play back calls, read transcripts, and review dispositions in the client portal.

## Reviews sharpen the next campaign, with a person in charge.

Learning is deliberate: proposed from evidence, approved by people, and kept to the campaigns it fits.

- **Kept per campaign**: Signals are grouped by campaign, never pooled, so one campaign's lessons don't leak into another.
- **Proposed, then approved**: The pipeline proposes learned rules. Nothing changes how Aria calls until a person approves it.
- **Same kind only**: Approved rules apply to campaigns of the same kind, so a meeting campaign never rewrites a content campaign.
- **Warmth protected**: No learned rule can make Aria less warm with your buyers.

## How it works

- **Analyze**: Every call is transcribed and read against the campaign's objective and criteria.
- **Score**: Calls get a verdict and a quality score. Email clickers get an intent score.
- **Review**: Our quality team checks leads before delivery. Your team can review in the portal too.
- **Learn**: Approved learnings shape the next calls in campaigns of the same kind.

## Built-in protections

- Qualification criteria agreed in writing before launch
- Recordings and transcripts kept in your workspace
- Every decision logged and reviewable
- Learned rules applied only after a person approves them

## Works with

- **[AI Voice Dialer](https://demandgentic.ai/platform/ai-dialer)**: Calls that reach the decision-maker and agree a meeting
- **[Email Campaigns](https://demandgentic.ai/platform/email)**: Persona campaigns that protect your sending domains
- **[Pipeline Management](https://demandgentic.ai/platform/pipeline)**: Every target account, from first touch to meeting

## Frequently asked questions

### What does qualified mean?

Whatever your campaign says it means. The objective and success criteria you agree with us at the start govern every analysis and every review.

### How are email leads judged?

On verified human engagement: the clicks a person made (not a scanner), the links they chose, and the pages they visited. Leads that qualify go through the same review as call leads.

### Does Aria learn from every call automatically?

No. Reviewed calls produce proposed learnings, and a person approves each one before it changes anything.

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DemandGentic (Pivotal B2B LLC) · https://demandgentic.ai/ · Book a strategy session: https://demandgentic.ai/book/zahid/meeting