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RevOps Automation with AI

A ~40-minute course for RevOps leaders — forecasting, pipeline hygiene, territory scoring, narratives, data, comp, tooling, two-quarter rollout — grounded in 2025–26 vendor evidence.

8

Chapters

~40 min

Duration

Intermediate

Level

No

Certification

Who this is for

For RevOps leaders, Sales Ops, and CROs past basic AI literacy.

How this course works

  • 8 audio-narrated slide chapters · ~40 min of focused content
  • Trust trip-wires on every play — what not to cross
  • Free verifiable certificate on completion

What you'll walk out with

Specific outcomes from this course — no fluff.

  • AI-augmented forecasting — what beats spreadsheet sandbagging at the Friday call
  • Pipeline hygiene with AI — surfacing stalled deals, missing fields, decision-maker silence
  • Territory + account scoring — two-layer ML + LLM with the data quality gate
  • Narrative generation for QBRs and exec updates — grounded, not invented
  • Data hygiene + entity resolution — the foundation that makes everything else work
  • Compensation modelling with AI — scenario planning, what-if exploration without breaking trust
  • The RevOps tooling stack — what to buy, what to build, what to consolidate
  • A 2-quarter rollout grounded in 2025-26 vendor evidence — not pitch deck claims

Course content

8 chapters · ~40 min

01

Forecast accuracy with AI

Salesforce State of Sales 2026 (87% adoption), Microsoft Sales Agent eval (10% more meetings, 1.7 hrs/week saved). Three failure patterns: calibration drift, stale data, point estimate. Prediction intervals (Hyndman) beat point forecasts.

02

Pipeline hygiene automation

Salesforce Pipeline Inspection (1-99 scoring, days-in-stage + push count), ZoomInfo Copilot (+14pt close-rate, 11.5 hrs/week saved, Seismic case). Gartner: <40% of sellers will report AI improved productivity by 2028. The 5 nudge-design rules.

03

Territory & account signal scoring

6sense Rithum case (3× adoption, 58% of opps, 37% higher AOV), ZoomInfo MajorKey +16% + Simmers +20%. Grandfather in-flight deals. Re-score quarterly. Show the breakdown (firmo / intent / engagement) — not just the aggregate.

04

Sales analytics narratives

HBR workslop study (41% workers receiving it, $9M/year cost per org), Air Canada CA$812 precedent. Einstein grounding. The click-or-cut rule: every claim links to a record or it gets cut from the QBR deck.

05

GTM data cleanup with AI

Bad data costs $12.9M/year per Gartner. B2B contact decay 22.5-30% annually. Continuous loop (not annual project), identity resolution, AI-propose-confirm field completeness. The data layer beats the AI layer.

06

Compensation modeling with AI

CaptivateIQ Catalyst (Aug 2025) + Xactly Incent AI (Dec 2025). 3× growth from frequent comp-plan revision. Larkin HBS gaming research. 3 stress tests: accelerator thresholds, quarterly cliffs, cross-product attribution.

07

Tooling stack decisions

Gartner MQ for SFA July 2025 (Salesforce/Microsoft/Oracle leaders). M365 Copilot $30 + Copilot for Sales $50 (bundled if you have Copilot Ent). The 3-question framework (CRM gravity, data quality, agentic roadmap) + the 150K agents-by-2028 sprawl warning.

08

Making it stick: your RevOps AI roadmap

3 use cases, 2 quarters, 1 data quality bar (duplicate rate <5%, decay <15%, push count tracked). Sequence: Q1 data cleanup + pipeline hygiene → Q2 one predictive use case. Save comp modelling for year two. Interactive roadmap builder included.

Want this delivered inside your organisation?

The course is the starting point. The same content powers a 4-week pilot, an org-wide rollout, or a continuous build engagement — set up on your data, with your team, by Gennoor Tech.