Skip to content
Rivac AI Labs
Sales & Revenue Operations

Pipeline Analyst

Forecast accuracy problems are rarely a forecasting-methodology problem, they're a data-hygiene and pipeline-definition problem hiding underneath. This service audits how deals actually move through your stages, builds forecasting models grounded in historical conversion and velocity rather than rep optimism, and stands up pipeline-health and deal-velocity reporting that flags which deals are stalling before they slip the quarter. It's for revenue leaders who've been burned by a forecast that looked fine in the CRM and then missed by thirty percent. The deliverable is a forecast leadership can actually trust, plus the dashboards that keep it that way.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Diagnose current stage definitions, historical conversion rates, and forecast accuracy to find where the numbers diverge from reality.

  2. 2

    Pilot a rebuilt forecasting model against the last two closed quarters to check it against known outcomes before trusting it forward.

  3. 3

    Review the model and proposed stage and exit-criteria changes with sales leadership and revenue operations before rollout.

  4. 4

    Stand up live pipeline-health and deal-velocity dashboards and operate the forecast cadence going forward.

What You Get

Deliverables from this engagement

  • Forecasting model grounded in historical velocity and conversion data
  • Pipeline-health dashboard flagging stalled or at-risk deals
  • Documented stage definitions and exit criteria
  • Recurring deal-velocity and forecast-accuracy reporting

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Manual Data Pull

  • CRM Export to Spreadsheet
  • Stage Definitions Reviewed
  • Historical Close Rates Calculated

Simple Forecast Model

  • Spreadsheet Forecast Formula
  • Weighted Pipeline Calculation
  • Rep-Level Roll-Up

Basic Dashboard

  • Shared Spreadsheet Dashboard
  • Stalled Deal Flagged Manually
  • Rep Notified to Update Deal

Forecast Call

  • Weekly Forecast Call
  • Numbers Reconciled With Reps
  • Forecast Submitted to Leadership

Cloud-Native / Managed Services Architecture

CRM Reporting

  • Salesforce or HubSpot Native Reports
  • Stage and Activity History
  • Rep Forecast Submissions

Managed Data Warehouse

  • Cloud Data Warehouse
  • Automated Nightly Sync
  • Historical Conversion Model

Business Intelligence

  • Looker Studio or Tableau Dashboard
  • Pipeline Health Dashboard
  • Deal Velocity Report

Forecast Cadence

  • Weekly Forecast Review Meeting
  • Revenue Leadership Sign-Off
  • Forecast Accuracy Tracked Over Time

Event-Driven & Automation-First Architecture

Triggers

  • Deal Stage Change Webhook
  • No Activity Threshold Crossed
  • Forecast Submission Deadline

Real-Time Model Update

  • Velocity Model Auto-Recalculated
  • Conversion Rate Auto-Updated
  • Stalled Deal Detector

Automated Alerts

  • Slack Alert on Stalled Deal
  • Rep Reminder to Update Deal
  • Analyst Alert on Forecast Drift

Automated Forecast Prep

  • Forecast Draft Auto-Generated
  • Analyst Reviews Draft
  • Forecast Submitted to Leadership

Enterprise-Grade & Compliance-Ready Architecture

Forecast Governance

  • Revenue Leadership Sign-Off Cadence
  • Stage Definition Policy
  • Revenue Recognition Compliance

Data Integrity

  • Redundant Data Pipeline
  • Data Quality Validation Rules
  • Single Source of Truth Dashboard

Audit Trail

  • Forecast Change Log
  • Quarterly Forecast Accuracy Audit
  • Variance Explanation Record

Redundancy

  • Backup Pipeline Analyst
  • Documented Model Methodology
  • Disaster Recovery for Reporting

AI-Augmented, Human-in-the-Loop Architecture

Deal and Activity Data

  • CRM Stage and Activity History
  • Historical Win Rate by Segment
  • Engagement Signals From Email and Calls

AI Forecasting Engine

  • ML Model Predicts Close Probability
  • Model Flags At-Risk Deals
  • Draft Forecast Roll-Up Generated

Human Approval Checkpoint

  • Pipeline Analyst Reviews Draft Forecast
  • Approve Forecast Submission
  • Analyst Adjusts for Known Context

Submitted Forecast

  • Forecast Submitted to Leadership
  • Actual Outcome Logged
  • Model Recalibrated on Accuracy

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems

  • CRM Platform
  • Marketing Automation Platform
  • Finance or ERP System
  • Business Intelligence Tool

Integration Connectors

  • CRM Connector
  • Marketing Data Connector
  • Finance Data Connector

Pipeline Control Plane

  • Unified Revenue Data Model
  • Forecasting Engine
  • Pipeline Health Monitor

Sync Back to Ecosystem

  • Forecast Pushed to BI Tool
  • Revenue Data Pushed to Finance System
  • Alerts Pushed to Slack

More in Sales & Revenue Operations

  • Account Strategist

    Land-and-expand account planning, QBRs, and stakeholder mapping for post-sale growth.

  • Sales Coach

    Structured rep development, call coaching, and pipeline-review facilitation.

  • Sales Outreach

    Top-of-funnel B2B outreach, cold email, multi-touch cadences, and objection handling through to a booked call.

  • Offer & Lead Gen Strategist

    Offer and lead-magnet construction for top-of-funnel lead generation.

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Pipeline Analyst

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call