How do you prove Palantir AIP improved win rate without creating a new shadow data mart for AE-led pods teams on Dynamics 365 when founder still owns largest accounts?

Direct Answer

Start by fixing the workflow gap named in your question on dynamics 365 during AE-led pods on one pod or segment for two weeks. Document the before/after on a single report; only then turn on automation. Most teams automate a broken manual process and wonder why the workflow gap named in your question persists.

Context — tied to your question

You asked about the workflow gap named in your question during AE-led pods on dynamics 365. Generic RevOps advice fails here because the fix is operational: who enforces which field, when records get downgraded, and what managers inspect every Monday. Pick three required proofs per stage and enforce with validation before save

What to do

1. Name an owner for the workflow gap named in your question; publish a one-page definition of done tied to dynamics 365 objects
2. Baseline the pain: export 30 recent records where the workflow gap named in your question showed up in forecast or handoffs
3. Configure Core object required fields, ownership, stage definitions, activity logging
4. Pilot on one segment (AE-led pods) for 10 business days—no company-wide rollout
5. Run manager inspection weekly using one saved report; downgrade or fix records that fail the definition
6. Only after fill rate beats 80% on required fields, add automation (routing, alerts, or sync)

Dynamics 365 configuration focus

• Objects to touch: Core object required fields, ownership, stage definitions, activity logging
• Enforcement: validation on save beats post-hoc cleanup for the workflow gap named in your question
• Inspection: one saved report filtered to pilot segment; same view every week

Metrics (pick one primary)

• Primary: % opportunities with required evidence fields populated
• Hygiene: % pilot records passing all required fields
• Failure signal: same exception recurring after two inspection cycles

What good looks like

• Managers can open one report and see which deals fail the workflow gap named in your question standards
• Reps know which fields block saves—no surprise at commit time
• Automation is off until manual discipline holds for two weeks
• AE-led pods handoffs use the same definitions as the rest of the org

Common mistakes

• Buying another point solution before dynamics 365 rules exist
• Optional fields for the workflow gap named in your question—reps skip them under quarter pressure
• Company-wide rollout before the pilot segment proves fill rate
• Inspection meetings that read narratives instead of opening dynamics 365 records

Manager inspection script (15 minutes)

Open the pilot saved report in dynamics 365. Sort by exception flag. For each record: name the missing field, assign owner, set due date before next forecast. No narrative readouts—only record fixes. Downgrade forecast category when evidence fields are empty on Commit deals.

Rollout phases

Data & integration notes

Document which objects sync from warehouse or billing before enabling automation. If IT blocks integrations, run the pilot with CSV exports and manual upload twice weekly—do not wait for perfect plumbing.

RevOps without a big team

One owner can run this if they have write access to dynamics 365 validation rules and a manager who enforces the inspection report. Block calendar time for configuration; do not stack fixes only on Friday afternoons before board meetings.

Enablement & documentation

Publish a one-page definition of done for the workflow gap named in your question inside your sales wiki. Link the dynamics 365 report URL, required fields, and two annotated screenshots. New hires should pass a 10-minute quiz on which fields block saves before receiving live opportunities in the pilot segment.

Stakeholder alignment

Discovery questions for your next inspection

Ask the pilot pod: Which deals failed the workflow gap named in your question rules two weeks in a row? Which field was empty on every loss? What would have blocked the save if validation were on? Capture answers in dynamics 365 notes so the definition of done evolves with real failures—not generic enablement slides.

Post-pilot scale checklist

• Required fields copied to adjacent teams unchanged
• Same saved report URL pinned in the Monday leadership agenda
• Automation tickets list the field API names, not vendor feature names
• Success metric frozen for one quarter before changing again

Dynamics 365 admin notes (copy/paste ready)

Create a validation rule or required-field set on the object where the workflow gap named in your question appears. Name the rule with the problem keyword so admins can find it later. Add a custom field Exception_Reason__c (or equivalent) for temporary waivers—managers must fill it or the record cannot reach Commit.

Archive waivers monthly; patterns indicate bad rules, not bad reps.

When leadership pushes back

If executives want a faster rollout, show the pilot fill-rate chart and the forecast error before/after. Offer parallel rollout only after two clean inspection weeks. Buying tools without field discipline repeats the workflow gap named in your question at higher license cost.

Tie to forecasting

Map each required field to a forecast category rule: if economic buyer role is missing, the deal cannot sit in Best Case. Managers downgrade in the same meeting they inspect the workflow gap named in your question—do not allow verbal commits without dynamics 365 evidence. Re-run the baseline export after 30 days to prove the fix held.

Share results with finance and RevOps in the same slide.

Bottom line

Fix the workflow gap named in your question on dynamics 365 with owner + enforced fields + weekly inspection during AE-led pods. Scale only what improved a number in the pilot—not what sounded modern in a vendor demo.