Revenue operations

Resolve the gaps between the deal and the CRM.

Compare buyer conversations, support tickets and signed terms before changing a forecast or handing off a deal.

Run the interactive demo Review the scenarios

Salesforce
HubSpot
Gong
Slack
Google Drive
Docusign

Simulated example. Fictional companies and records; no live connections or client results.

The CRM tells only part of the story.

A deal remains in Commit after procurement slips. A renewal looks healthy while support tracks an unresolved blocker. A handoff uses a newer quote than the signed order. Revenue teams have to find the evidence and agree on the next action across systems.

Forecast fields lag behind the buyer's latest commitment.
Support problems reach the renewal owner too late.
Proposed discounts become handoff assumptions before approval.

A forecast change you can inspect: Put the buyer's words next to the CRM fields and review the exact correction before it is applied.
A renewal risk with an owner: Connect an account concern to its support ticket, customer checkpoint and a specific recovery task.
A handoff based on approved terms: Compare the quote with the completed agreement and route discrepancies before implementation starts.

Three decisions, with the source records.

Select a case to inspect the evidence, checks and proposed action.

Merrow Analytics · Platform rollout · Salesforce opportunity 0068b0000018401

The buyer's date conflicts with Commit.

The opportunity still contributes $184,000 to September Commit, but the buyer says procurement cannot finish until October. The rep's internal update remains optimistic.

September Commit: $184,000
CRM close date: Sep 30
Buyer target: Oct 23

Evidence behind the decision

Open a source to inspect its fields and timestamp.

Merrow Analytics — Platform rolloutSalesforce / 0068b0000018401

Annual contract value: $184,000 USD
Stage / forecast: Negotiation / Commit
Close date: September 30, 2026
Owner: Maya Chen

Next step: Procurement sign-off — September 8.

Source snapshot: Aug 31, 2026 · 16:20 PDT

Procurement checkpoint · Priya RaoGong / 7264018392051840001 · 18:42–19:10

Speaker: Priya Rao · Buyer operations lead
Security review starts: October 5, 2026
Conditional procurement target: October 23, 2026

Security review starts October 5. Procurement can aim for October 23, provided the review passes.

Source snapshot: Sep 11, 2026 · 10:00 PDT

Rep update in #revenue-forecastSlack / C09REVOPS01 / 1789163400.004200

Author: Maya Chen · Account executive
Buyer confirmation attached: None

Still pushing for September. Champion wants this live before Q4 planning.

Source snapshot: Sep 11, 2026 · 14:50 PDT

Confirm procurement dates with PriyaSalesforce / 00T8b0000018401

Due date: September 8, 2026
Status: Not Started
Associated opportunity: 0068b0000018401

Source snapshot: Sep 8, 2026 · 09:00 PDT

Proposed action

Move the working close date to October 23 and forecast to Best Case. The buyer's procurement constraint is more specific than the rep's internal target; confirm the conditional date with Priya before treating it as a commitment.

ReviewerJordan Lee · Sales manager

Needs reviewBuyer target falls outside September
Needs reviewThe CRM needs a fresh completion plan
Needs reviewThe internal update remains unconfirmed
VerifiedThe proposed change stays within scope

Run the workflow, inspect the proposed changes and make the review decision.

Try this scenario

How the workflow fits into the stack.

Inspect the source contracts, model responsibilities, approval rules and execution boundaries.

A system you can inspect.

Select a source or component to see its contract.

Reference architecture

Explain the discrepancy

LLM extraction / Typed action schema / Evidence references

Extract buyer constraints, connect an account concern to a ticket and compare proposed terms with signed evidence. Return a short rationale and a proposed action with source references.

Inputs

Versioned evidence packet
Allowed action schema

Outputs

Cited recommendation
Uncertainty and conflicting statements

Engineering controls

No direct model writes
No invented churn probabilities
Unsupported statements remain unknown

What a production implementation includes.

The integration work, evaluation and operating controls behind the interface.

Define the records and decisions
Map CRM associations, forecast policy, renewal ownership and commercial approval roles. Agree which fields can change and which decisions remain with people.
Build the evidence adapters
Connect selected CRM records, call transcripts, threads and documents with source versions. Enforce access and writable-field limits in the tool gateway.
Evaluate the recommendations
Test contradictory statements, similar account names, stale records, missing signature evidence and discount calculations before enabling an approved write path.
Ship with operational ownership
Deliver the approval flow, durable operation journal, destination readback, failure alerts and runbook. Validate behavior with the customer's actual sandbox and policies.

Release checks for this workflow
Test case	Expected behavior
Buyer date contradicts an optimistic internal update	Both sources remain visible; the recommendation cites the buyer's conditional date without inventing a commitment.
Opportunity changes after the manager reviews it	The conditional write is stopped; refreshed evidence and a new approval are required before applying a revised payload.
Ticket belongs to a similarly named account	The association mismatch is a hard stop. No risk flag, task or message is written for the wrong account.
A fix is in staging but customer validation is missing	Risk remains unresolved; the agent does not close the ticket or claim the renewal was saved.
The latest quote differs from the completed envelope	The exact $19,200 difference and approval requirements are shown. Review routing cannot be confused with commercial approval or handoff clearance.
The approved gateway write returns a timeout	Look up the durable operation and reconcile existing remote records. Never blindly replay successful updates, tasks or notifications.
Slack rate-limits a notification after a CRM update	Keep the CRM step applied; honor Retry-After and retry only the pending notification. Do not claim completion while the notification remains unconfirmed.
Reviewer holds a case or clicks approval twice	A hold writes nothing. Repeated approval returns the existing operation result without a duplicate task, review or message.

Research behind the example.

Published deployments and technical documentation informed the design. These references are separate from Stacklane’s simulated build.

Salesforce's internal Agentforce sales deployment
Salesforce documents agents using CRM, Slack and reference content for sales work and quote preparation. Vendor-published production reference; it is not a Stacklane project or proof of these simulated outcomes.
Stream Security's customer-success use of Gong
Gong describes customer-conversation risk alerts, source snippets and coordinated CS responses. This supports the workflow pattern, not autonomous support or contract writes.
HubSpot's revenue AI customer accounts
RevenueWell describes deployed Prospecting Agent use; Agicap describes sales assistance and call summaries. Published customer accounts, separate from the fictional Larkspur renewal scenario.
Anthropic's Salesforce and Slack sales collaboration
Slack documents CRM collaboration and a Claude bot at Anthropic. The article describes end-to-end AI quoting as future work; that portion is not presented here as deployed.
Docusign's envelope-completion guidance
Technical guidance distinguishes a recipient signature from completed envelope status. This is an implementation reference, not customer-result evidence.

Work with the lab

Bring us a research problem.

Tell us where the model falls short and what better performance would mean for your team.

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