Relevance AI
Relevance AI
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A forecast that interrogates the pipeline

The Forecast Roll-up reads every deal’s real signals, calls out the ones whose stage flatters them, and hands you a commit number you can defend.

Scheduled run · Mon 8am
Forecast Roll-up

Monday roll-up. Reading every open deal before I touch a number.

Pulling 38 open opportunities with full activity4s
Scanning last week’s call transcripts for signal11s

Most deals track their stage. Two do not, and one is stronger than its stage suggests.

Weighting each deal by evidence, not stage alone6s

Ridgeline has verbal agreement and paper in legal, so it earns its Commit. Northpeak does not.

Posting the roll-up to #forecast1s
Roll-up posted. Commit lands at $1.2M, 8% ahead of this point last quarter. Two calls to note: Northpeak is downgraded to Best Case because the champion has gone quiet for three weeks, and Meridian is upgraded because their CFO joined the last call and asked for paper. Each call links the evidence behind it.

How it works

Scheduled · Mon 8amDeal moved to CommitClose date slippedCRO: “where are we?”
Roll-up posted · $1.2M commit2 deals downgraded, cited1 deal upgraded on evidenceRisk flags on 3 records

Runs on a schedule from your CRM

Every Monday morning, and whenever a deal moves to Commit, the agent pulls the open pipeline from Salesforce and starts reading.

Weighs evidence, not stages

It reads activity, transcripts and email threads behind every deal, downgrades the ones whose stage flatters them, and says what the data cannot yet show.

Posts the call to Slack

The roll-up lands in your forecast channel: the commit number, every upgrade and downgrade with its evidence, and the risks worth a manager’s attention.

Without Relevance

With Relevance

A sales-ops export sums stages into a number nobody quite believes.

The agent reads each deal’s activity, transcripts and momentum, then rolls up a number with the reasoning attached.

A deal marked Commit counts as Commit, whatever is actually happening.

The agent checks the claim against the evidence and downgrades deals whose signals disagree with their stage, quotes included.

Risk surfaces in the deal review, two weeks after it appeared.

Quiet champions, stalled legal and slipping close dates are flagged the Monday they show up.

Managers inspect their top ten deals. The long tail is taken on faith.

Every open opportunity gets the same inspection, all the way down the pipeline.

Every manager rolls up differently, and sandbagging goes unpunished.

One methodology applied identically across every team, every week.

A single confident number with false precision.

A commit, a range, and a plain statement of what the pipeline cannot yet tell you.

Held to a quality bar, on every run

Every roll-up is checked against eval test cases before it is posted. If a run fails the bar, it never ships.

Forecast Roll-up

Pass rate · last 14 days

Sampling 2% of live runs · 97% passing this week

Commit requires evidence, not a stage96%
Every adjustment cites its source93%
Young pipeline is not dressed up94%
Risk flags are specific and current91%

Train your agent like an employee

Onboard it with your playbooks and correct it in plain English. It learns the lesson for good, and nothing changes until you approve it.

Forecast Roll-up
Instructions updated
Tool added
Deal activity history
13 evals added
Commit requires evidence, not a stageEvery adjustment cites its source+11 more
Publish version 4
PDFForecast Methodology.pdf240 KB
Roll up the forecast the way our RevOps team defines it.
Read Forecast Methodology.pdf. Updated my instructions, added a deal activity history tool, and wrote 12 evals to check every run.
A verbal yes is not Commit. Only count deals with paper in front of legal.
Got it. I updated the commit eval, so a run that counts a deal without paper in legal now fails.
Teach it something new…
Ask

Built for enterprise teams

Run agents on your real data with the access controls, audit trails, and residency guarantees enterprises require all built in.

Monitoring

Real-time visibility into every agent’s activity, performance, and cost.

RBAC

Control who can use, build, edit, and deploy agents.

Data residency

Multi-region deployment keeps your data within your required geography.

Version control

Full version history on every agent. Roll back to any previous state.

Audit logs

Every action, every decision, every tool call logged and exportable.

Human-in-the-loop

Set approval gates on any action or allow agents to ask questions.

SSO / SAML

Enterprise single sign-on with SAML 2.0. Centralize identity & access.

PII masking

Detect and redact personally identifiable information.

SOC 2 Type IIGDPROTEL & Delta Sharing
KPMG
"The ability to be vendor agnostic and the ability to scale across a breadth of functions is a really key feature."

Levi Watters

Partner, KPMG Australia

Read more
Autodesk
"The key for us was how we can modularize industry knowledge and the best playbooks, and apply it."

Allen Roh

Senior Marketing Manager, Autodesk

Read more
Canva
"We're looking for every place where AI can allow sellers and customer success reps to be more engaged with customers."

Rob Giglio

Chief Customer Officer, Canva

Read more
"The ability to be vendor agnostic and the ability to scale across a breadth of functions is a really key feature."

Levi Watters

Partner, KPMG Australia

Read more

Team it up with more sales agents

Web
News
Hiring
Funding
New account

Research & Enricher

Researches prospects from live, dynamic sources.

$48k ARR · renews soon
Raised SSO last call
Evaluating 2 competitors
Champion: VP Eng

Pre-meeting Prepper

Surfaces context for reps before every meeting.

Call ended
  1. 1
    Logged call notes
  2. 2
    Sent pricing PDF
  3. CRM stage updated

Post-call Actioner

Logs notes and fires follow-ups after each call.

June
MTWTF345671011121314
Booked · Thu 2pm

Meeting Scheduler

Books qualified meetings into reps’ calendars.

Hi Sarah, saw Ridgeline just closed its Series B. Scaling support headcount fast?

EmailLinkedIn

Outbound Prospector

Personalizes multi-channel prospect engagement.

Budget confirmed
Timeline agreed
Legal review pending
Advance to close

Deal Reviewer

Reviews deals against criteria and flags any risk.

Ridgeline AI

Proposal Builder

Drafts tailored proposals and quotes in minutes.

Every agent you add shares one stack

These agents all run on one platform: one gateway, one router, one eval suite, one audit trail. Every agent after the first ships faster.

  • Triggered by key events or signalslike Zapier
  • Given access to contextlike Zep
  • Connected to your appslike Composio
  • Access to all LLMslike OpenRouter
  • Performance evaluatedlike Braintrust
  • No-code agent builderlike Dust.tt
  • Coordinated into teamslike CrewAI
  • Chained into multi-step processeslike n8n
  • Kept alive through long-running worklike Temporal
  • Traced at every step of every runlike Langfuse

Put the Forecast Roll-up to work this quarter

We partner with enterprise teams to take this work off their plate. An agent built with you, proven against your quality bar, and live in weeks.