Sales and RevOps

Proposal Agent

It can qualify opportunities, prepare messages, update CRM, summarize accounts, support proposals and detect commercial risks, focused on proposals. It works with authorized system context, connected tools and verifiable evidence before closing or escalating a case.

Supports the team in proposals: understands requests, checks sources, prepares recommendations and executes only actions allowed by permissions and policies.

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Signals, actions and outputs

This model keeps the agent from being just a conversation: it defines what it reads, what it can execute and what it leaves ready for the team.

Input signals

proposals requests or alerts
proposals operating data
CRM
opportunity stages

Connected tools

proposal assistant
sales calendar
opportunity score
CRM lookup

Agent actions

Classifies the request within proposals and determines urgency, owner and confidence level.
Checks proposal assistant and sales calendar before recommending or preparing an action.
Prepares drafts, tasks, alerts or updates so the team can act faster.
Hands off when confidence is low, there is financial impact, an external commitment, a policy exception or a decision requiring human approval.

Operating outputs

actionable proposals summary with cited sources
recommendation with confidence, owner and next step
evidence ready for review, audit or operational follow-up

How the agent operates

The cycle starts with context, applies rules, executes actions and ends with reviewable evidence.

Reads context

Checks authorized sources, messages, documents or process data.

Reasons with limits

Uses guardrails, thresholds and policies to prioritize and decide next steps.

Acts or escalates

Runs an automation, prepares an answer or assigns the case to an owner.

Leaves evidence

Stores summaries, decisions, errors, files and session traceability.

Operating governance

Guardrails

Human approval for critical changes, sensitive external messages or financial impact.
Role-limited access; every lookup and action is audited.
Mandatory escalation when sources are missing, confidence is low or a policy exception is detected.

Channels

QAC Inbox
CRM
sales email

Human handoff

Hands off when confidence is low, there is financial impact, an external commitment, a policy exception or a decision requiring human approval.

Evidence

Each interaction can stay linked to session, execution, user, source consulted and proposed or executed action.

Applied real-world pattern

Inspired by real sales-agent cases that qualify leads, prepare emails, update CRM and free seller time for higher-value conversations.

CRM

sales email

call transcripts

web forms

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Review Proposal Agent with a real process

We validate sources, permissions, available tools and escalation criteria before proposing the first deployment.

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