How the roadmap is scored and sourced.
Version 3.0 · 39 use cases · Back to the journey map · Assess AI readiness
How the map is built
The AI Prioritization Roadmap covers 39 AI use cases for revenue teams across seven customer-journey stages and six revenue chains. Every card carries a readiness call, named vendors, real deployment examples, implementation steps, watchouts, and a reality check written from the evidence rather than from vendor positioning. Version 3.0 adds the chains layer, which shows how use cases connect from an AI signal, to a seller action, to proof it worked, and links each chain to the AI Readiness Assessment.
Source counts: the v2.1 manifest (697 unique sources, 855 citations) plus the four v3 collection manifests (149 sources). Exclusion strikes and link repairs are logged per card in the source archive.
One finding from the 3.0 refresh matters when you read any card: across the 17 categories we checked most deeply, independent evidence consistently validates the problems and the failure modes, while the positive outcomes for specific tools remain vendor-published. The lone exception is partner-sourced revenue, because companies report it to investors through earnings disclosures. Weigh vendor claims accordingly: trust the problem, and verify the promised payoff in your own pilot before you scale the spend.
Readiness scores and labels
Each use case is scored on four dimensions: vendor landscape, validated ROI, risk profile, and category establishment. Each dimension runs 1 to 4 and the composite is the sum, so scores range 4 to 16. Composite bands map to maturity levels: 14–16 Proven, 10–13 Maturing, 6–9 Emerging, 4–5 Nascent. The site displays five action labels instead of the raw bands: Scale (deploy now), Adopt (ready with prerequisites), Pilot (test with a kill switch), Evaluate (assess fit first), and Watch (monitor only). Labels are action advice, set with judgment about what a revenue leader should do, so a composite can move without the label moving.
When scores change
Version 3.0 applied this principle across a full refresh scan of all 35 existing cards, with the deepest pass on the 17 cards whose 2.1 proof leaned most on vendor-published evidence. The visible asymmetry is deliberate: S7_31 moved down on the same Clari facts that left S4_16 and S6_26 unchanged, because the S7_31 rationale claimed vendor stability and the others anticipated consolidation.
What counts as evidence
Version 3.0 is built on publicly available sources and avoids subscription-gated analyst research: the surveys, projections, quadrants, waves, and rating programs published by firms whose research sits behind a subscription. Analyst firms may still appear as corporate actors in market events, the way any company can make news.
Allowed evidence: openly published consulting research, trade press, practitioner and industry-body benchmarks, peer-reviewed work, regulatory filings and earnings disclosures, and vendor research labeled as vendor research. Vendor-commissioned studies survive only as labeled vendor claims (“a Clari-commissioned study”), sit at Tier 3, and are not used to anchor a headline stat.
That is the standard applied throughout, not a claim of a perfect record. Across 39 use cases and more than a thousand citations, an item may have slipped through: a gated piece that was publicly reposted, or a piece first published on the open web and later moved behind a subscription, may have been cited here in good faith.
Source tiers
- Tier 1: Filings, earnings, peer-reviewed research, court records, first-party disclosures.
- Tier 2: Independent trade press, practitioner benchmarks, industry-body research.
- Tier 3: Vendor case studies, vendor-commissioned research, vendor-published telemetry.
- Tier 4: Unverified aggregations and secondary citations.
Version 3.0 (July 2026)
What is new
- The chains layer: every card carries its chain, a chain filter, an in-map chains view, and a dedicated Assess AI readiness page linking the map to the AI Readiness Assessment.
- Four new use cases, each built on the full collection protocol: S1_36 AI Search Optimization (Watch, 8), S2_37 Trial & PLG Conversion (Evaluate, 10), S4_38 Mutual Action Plan (Evaluate, 11), S7_39 Combined GTM Planning (Evaluate, 11).
- Two scope expansions with no score change: S3_15 Deal Pattern & Win/Loss Analysis absorbs methodology auto-fill; S6_28 Value Realization & Customer Advocacy absorbs QBR/EBR automation.
- The sourcing standard above, applied retroactively: analyst-derived stats were re-anchored on independent or vendor-labeled evidence, or carried qualitatively without the figure.
- A refresh scan of all 35 existing cards: vendor rows, examples, watchouts, and reality checks updated on 2026 evidence; broken links repaired or replaced from archives.
Score moves
Twelve composites moved. No action label changed.
| Card | Move | Why (the falsified or released claim) |
|---|---|---|
| S1_02 ICP Refinement | 13 → 12 | Distressed-vendor evidence falsified the rationale's stability language. |
| S1_03 Intent & Buying Signals | 13 → 12 | The stable-leaders claim failed on Tier 1 evidence: acquisitions, review-platform traffic collapse, and leadership churn across the vendor pool. |
| S1_05 Demand Gen Personalization | 11 → 10 | The category's flagship standalone exited in early 2026 and terminated every customer contract, falsifying the no-vendor-has-walked claim. |
| S2_09 Outbound Personalization | 11 → 12 | Independent multi-company benchmark data now validates the motion, releasing the vendor-sourced cap on validated ROI. |
| S3_13 Real-Time Competitive Intel | 13 → 12 | The June 2026 Klue supply-chain breach falsified the claim that rollback is operationally straightforward; the integration layer is an attack surface. |
| S4_19 Contract Intelligence | 12 → 11 | Category-leader instability on independently reported evidence: Icertis layoffs and CEO transition, Workday absorbing Evisort, and the Harvey-class capital wave. |
| S5_22 Personalized Enablement | 11 → 10 | DAP consolidation (WalkMe under SAP pivoting to employee adoption, Pendo layoffs) plus zero independent ROI, re-confirmed. |
| S6_25 Business Evolution Signals | 12 → 11 | The stability premise failed for most of the named vendor pool: ZoomInfo distress, executive churn, and the flagship example vendor going dormant. |
| S6_27 Expansion & Cross-Sell | 12 → 11 | The specialist tier behind the card's badge stat is dormant. |
| S7_29 CRM Data Foundation | 12 → 11 | The stable-leaders claim failed for three of five row vendors on Tier 1 evidence; the counterweight is that capture and enrichment demand keeps rising. |
| S7_31 Pipeline & Revenue Forecasting | 12 → 11 | The all-stable claim failed: Clari-Salesloft integration economics, the BoostUp pivot to Terret, and the InsightSquared misframe. |
| S7_34 Channel & Partner Intelligence | 11 → 12 | The map's only independent positive outcome channel: partner-sourced revenue reported in Workday investor materials. The upgrade validates ecosystem strategy, not a specific AI tool's isolated ROI. |
Two upgrade proposals were declined for consistency: a category-establishment upgrade for S3_13 rested solely on excluded analyst recognition, and a single merger did not clear the bar for S4_17.
Collection corrections
- InsightSquared: acquired by Mediafly in January 2022, four years before the 2.1 collection, which presented it as a standalone forecasting vendor. Removed from the S7_31 vendor row; the error is part of why that score moved.
- Vouch: had already pivoted from customer advocacy to talent and employer-brand work around the time of the 2.1 collection, which listed it as an advocacy player in the S6_28 source archive. Corrected in the archive; it never appeared on the live card.