A diagnostic for the AI era

You bought the AI.
The data isn't ready for it.

AI-Ready RevOps is a diagnostic and remediation methodology for the modern revenue stack. Six weighted dimensions. Twenty-four scoring criteria. One number — the Readiness Index — that tells you whether your AI investments will produce ROI or compound technical debt.

15 Questions · 4 minutes
6 Dimensions · weighted score
0—100 Readiness Index · auditable math
The thesis

Most teams aren't debating AI strategy. They're debating whether the data is trustworthy.

By early 2026, three out of four RevOps teams had embedded AI into their go-to-market stack. The conversation in board rooms has shifted. The new question isn't which AI — it's whether the foundation underneath can support what's already running on top of it.

73%
of RevOps teams had AI embedded in their GTM stack by early 2026.
7–10
tools the average B2B sales rep juggles every day.
15–20%
of an AE's OTE consumed by per-seat tool costs alone.
$1.8M+
revenue at risk from forecast error on a typical $20M ARR plan.
"The companies seeing the biggest AI gains are the ones that already did the boring work: clean data, defined processes, integrated tooling." — Revenue Operations Consulting, Q1 2026
The framework

Six dimensions. One Index.

Each dimension contains four scoring criteria, rated 1 to 5 against a published rubric. Dimension scores are weighted into a single 0–100 Readiness Index that decomposes cleanly into the underlying drivers.

01 / Foundation

Data Foundation

Weight 20%

Field completeness, picklist discipline, deduplication, and data ownership. AI is only as good as the records it queries.

02 / Architecture

Integration Architecture

Weight 15%

System-of-record clarity, sync health, and data lineage. Without one truth, every AI agent inherits the conflict.

03 / Process

Process Standardization

Weight 15%

Lead-to-cash, stage exit criteria, MQL/SQL alignment, handoff SLAs. AI cannot infer process — it can only execute it.

04 / Stack Fit

AI Stack Fit

Weight 20%

Tool inventory, ROI tracking, adoption, data pipeline quality, use-case discipline. Where wasted spend hides.

05 / Governance

Governance & Access

Weight 15%

Connected apps, OAuth grants, profiles, audit trails. Post-breach, governance is a revenue concern, not just an IT one.

06 / Trust

Forecasting Trust

Weight 15%

Accuracy, pipeline hygiene, methodology, and whether leadership actually believes the number. The integration test for everything below.

Read the full methodology

The free assessment

Get your Readiness Index in under four minutes.

Fifteen behavioral questions. A weighted score across six dimensions. A personalized email with your top three remediation priorities. No demo, no sales call required.

Start the assessment
Format15 questions
Time~4 minutes
OutputIndex 0–100 + radar
CostFree
RequiredEmail at the end
When you need more than a score

Three productized engagements.

Most companies start with the free self-assessment. When you need evidence-backed scoring, a 90-day roadmap, and a Phase 2 the buyer can fund — there's a paid audit for that.

Tier 1

Diagnostic

2 weeks · async-first
$4,995
fixed price · no procurement required
  • 2 stakeholder calls
  • Read-only system access
  • Self-assessment validation
  • Scorecard, 1 page
  • 8–10 page summary
  • 30-min readout
Learn more
Tier 3

Audit + Workshop

4 weeks · for $20M+ ARR
$25,000
for PE-backed and growth-stage
  • Everything in Tier 2
  • 8–10 stakeholder interviews
  • Half-day virtual workshop
  • Scoped Phase 2 SOW
  • 30-day post-delivery check-in
  • Executive coaching session
Learn more
Who's behind the framework

Built from the field, not from a consultancy deck.

Vinay Raghavendran

Independent Salesforce architect and RevOps consultant. Thirteen years across enterprise CRM, integration architecture, and revenue operations — including audits of organizations with 60+ connected apps, post-breach OAuth remediation, and end-to-end Salesforce / HubSpot transformation programs.

13 years RevOps Salesforce Architect Bangalore · global delivery