Sales Cloud

Quote & Proposal Agent —
CPQ, Proposals & Approvals on Autopilot

Fires when an Opportunity reaches proposal stage. Pulls the right product configuration from CPQ, drafts a personalised proposal grounded in live CRM data, routes through approval, and delivers to the prospect — without the rep touching a template.

< 4 hrs

quote turnaround

vs days manually

98%

pricing accuracy

CPQ enforced

100%

approval compliance

no exceptions

45 min

rep time saved

per proposal

Atlas Reasoning EngineSalesforce CPQPrompt BuilderDocuSignApproval ProcessEinstein Trust Layer
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Typical build: 3-week sprint · Fixed price · Zero delivery risk

Live agent — fires on every Proposal stage move
OPPStageOpp StageProposalCPQCPQ PullPricing rulesAAtlasStructurePrompt BuilderDraft proposalApprovalRoute & sign-offDSSignDocuSigne-SignatureREVISEEdit RequestRe-draft123456a6bapproved ✓rejected ↩ re-draft

Quote turnaround

< 4 hours

Pricing accuracy

CPQ enforced

Approval

100% compliant

The problem

Why proposal cycles drag on — and kill deals

Reps spend 45+ minutes building each proposal from scratch

Finding the right template, pulling in the correct pricing, choosing which case studies to include, and formatting the document — all before writing a single personalised line. Multiply by deal volume and your best reps are spending a full day a week on admin.

Pricing errors create rework and erode trust

Manually entered pricing bypasses CPQ rules. Volume discounts get forgotten. Bundle pricing gets miscalculated. The prospect receives an incorrect quote, the rep has to apologise and resend, and the deal clock restarts. Pricing errors kill momentum at the most critical stage.

Approval bottlenecks add days to every deal cycle

Proposals sitting in manager inboxes for review. Chasing approvers via Slack. Re-sending with corrections after rejection. Every day a proposal sits un-approved is a day your competitor can close. The approval process should take hours, not days.

How it works

Every step, explained

This is the actual Agentforce workflow Kovil AI builds and deploys — not a demo. Here is what runs inside every step.

1
Opportunity Trigger

Agent fires when Opportunity enters Proposal/Quote stage

Configured as an Agentforce Topic mapped to the Opportunity stage field. When a rep moves a deal to the Proposal or Quote stage, the agent fires automatically — no form to fill, no template to find, no back-and-forth with ops. The trigger captures full Opportunity context: products of interest, deal size, prospect company, contact details, any notes logged on the record, and the rep's meeting notes from linked Activities. Everything the proposal needs is assembled before the first action runs.

Stage-based TriggerOpportunity ObjectContext CaptureMeeting Notes IngestionAgent Builder
2
Salesforce CPQ

CPQ fetches the correct product configuration and pricing automatically

The agent queries Salesforce CPQ using the products and quantities logged on the Opportunity. CPQ applies your configured pricing rules: volume discounts, bundle pricing, contractual rates for existing customers, and promotional pricing windows. No rep involvement — CPQ enforces pricing policy automatically. The agent receives configured quote line items with correct pricing, discounts, and terms. Custom pricing exceptions outside standard CPQ rules are flagged for rep review before proceeding, preventing non-compliant quotes from reaching prospects.

Salesforce CPQPricing RulesVolume DiscountsBundle ConfigurationException FlaggingPrice Book
3
Atlas Reasoning Engine

Atlas configures the proposal structure for this specific deal

The Atlas Reasoning Engine reasons about proposal structure using full deal context: industry vertical (which case studies and ROI data to include), deal size (executive summary depth, risk section requirements), and product configuration (which features to emphasise). For enterprise deals above a configured threshold, Atlas selects an extended format including implementation timeline, success metrics framework, and security overview. For SMB deals, it selects a concise format focused on ROI and time-to-value. Proposal structure is configurable per vertical and deal tier during implementation.

Atlas Reasoning EngineProposal Structure LogicVertical PersonalisationDeal Tier RulesSection Selection
4
Prompt Builder

Prompt Builder drafts the full proposal grounded in live CRM and CPQ data

Prompt Builder generates the complete proposal document with all sections populated from live data: executive summary tailored to the prospect's stated pain points from CRM notes, product section using CPQ line items, pricing summary with approved discounts applied, relevant case studies matched to the prospect's industry, implementation timeline using your standard delivery model, and terms grounded in your MSA template. Every section is generated fresh — not filled from a static template. The Einstein Trust Layer ensures no sensitive pricing data leaks to external AI services during generation.

Prompt BuilderLive Data GroundingCPQ Line ItemsCase Study MatchingEinstein Trust LayerMSA Terms
5
Approval Process

Proposal routes through configured approval chain before leaving Salesforce

The drafted proposal triggers Salesforce's native Approval Process. Routing logic is configured per deal tier: deals within standard pricing auto-approve after manager spot-check with a 1-hour SLA, deals with discounts above threshold require VP approval, and strategic deals above enterprise threshold require C-suite sign-off. Approvers see a side-by-side view of the draft proposal and the Opportunity record. Approvers can reject with annotated comments which feed back into a revision loop — the agent re-drafts the flagged sections rather than starting over.

Salesforce Approval ProcessDeal Tier RoutingSLA EnforcementAnnotated RejectionRevision LoopCompliance
6
DocuSign

Approved proposal sent via DocuSign with e-signature ready for the prospect

On approval, the agent triggers a DocuSign envelope with the finalised proposal attached. The prospect receives a personalised delivery email (generated by Prompt Builder, not a generic DocuSign notification) with the proposal and a direct e-signature link. Signing events feed back to Salesforce as Activity records — the Opportunity stage advances automatically to Closed Won when the prospect signs. If the proposal is not opened within 48 hours, the agent triggers a personalised follow-up sequence. Closed-won events automatically create the Order record in Salesforce.

DocuSign Integratione-SignatureActivity LoggingAutomatic Stage AdvanceOrder Record CreationFollow-up Automation
Tech stack

Every tool in the workflow

Atlas Reasoning Engine

Proposal configuration

Reasons about proposal structure, section selection, and vertical personalisation based on deal context — so every proposal is structured for the specific opportunity.

Salesforce CPQ

Pricing + configuration

Fetches correct product configuration, applies pricing rules, volume discounts, and bundle pricing automatically — enforcing pricing compliance on every quote.

Prompt Builder

Proposal drafting

Generates the full proposal document from live CRM and CPQ data. Every section is authored fresh — executive summary, product detail, case studies, timeline, terms.

DocuSign

e-Signature delivery

Delivers the approved proposal to the prospect with e-signature ready. Signing events feed back to Salesforce automatically, advancing the Opportunity stage.

Salesforce Approval Process

Compliance routing

Routes proposals through your configured approval hierarchy before they leave Salesforce. Deal-tier rules enforce the right sign-off level for every deal size.

Einstein Trust Layer

Data security

Prevents sensitive pricing and PII from leaking to external LLMs. Masks critical data fields, blocks prompt injection, and logs every agent action for compliance audit.

Salesforce Flow

Stage automation

Automates Opportunity stage advancement on proposal approval and on DocuSign completion. Creates Order records on Closed Won without rep intervention.

What we build

A 3-week sprint. Production ready.

Kovil AI scopes, builds, tests, and deploys this agent end-to-end. You do not touch CPQ or DocuSign configuration until the full workflow is live and generating compliant proposals automatically.

  • Agentforce Topic configured with Opportunity stage trigger
  • CPQ query logic for product configuration and pricing rules
  • Atlas proposal structure logic by vertical and deal tier
  • Prompt Builder templates for all proposal sections
  • Salesforce Approval Process with deal-tier routing rules
  • DocuSign integration with personalised delivery email
  • Automatic stage advancement on prospect signature
  • Order record creation on Closed Won
  • Follow-up sequence for unopened proposals
Sprint timeline3 weeks
Week 1Trigger + CPQ
  • Opportunity stage trigger + CPQ product query + pricing rule integration
Week 2Draft + approve
  • Prompt Builder proposal templates + Approval Process configuration + deal-tier routing
Week 3DocuSign + deploy
  • e-Signature integration + stage automation + Order record creation + production deployment
FAQ

Common Questions

Do we need Salesforce CPQ already set up?

Yes — the agent pulls product and pricing data from an existing CPQ configuration. If you do not have CPQ, we offer a separate CPQ setup engagement before the agent sprint. If you have CPQ but it needs cleanup (outdated pricing rules, missing products), we do a CPQ audit and tidy in Week 1 before wiring the agent to it.

Can it handle custom pricing exceptions?

CPQ enforces your configured pricing rules automatically for standard deals. Custom pricing exceptions — bespoke enterprise deals outside CPQ rules — are flagged for rep input before the agent proceeds. The rep enters the agreed custom pricing, and the agent takes it from there for the rest of the proposal workflow. You control which deal types require human pricing sign-off.

How does the approval process work for complex orgs with multiple approval tiers?

Salesforce's native Approval Process supports multi-tier, parallel, and sequential approval chains. We configure approval routing to match your exact sign-off hierarchy during implementation. Manager approvals for standard deals can be SLA-enforced (auto-approve after X hours if no action is taken). Strategic deal approvals include a full side-by-side review view. Annotated rejections feed directly into the agent's revision loop — the agent re-drafts flagged sections without starting from scratch.

What happens if the prospect does not sign?

The agent monitors DocuSign envelope status and fires follow-up actions on configurable timers: a personalised follow-up email at 48 hours drafted by Prompt Builder with deal-specific context, a rep alert at 5 days, and a manager alert at 10 days. If the proposal expires, the agent flags for rep review rather than re-sending automatically. All follow-up actions are logged as Activities on the Opportunity record.

Turn every proposal into a closed deal faster.

Book a 30-minute discovery call. We'll audit your current quote-to-close process, identify the delays, and scope a 3-week fixed-price Agentforce implementation — CPQ to DocuSign, fully automated.

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3-week sprint · Fixed-price · Production-grade · Post-launch support included