Planning on launching agentic AI? Here’s a step-by-step playbook for launching agentic AI offers, ready to hand to your teams at a startup or a large organization. It gives partner-program leaders a 90-day, do-this-now plan to modernize their program for AI: make partner offers transactable, set a simple governance for agentic AI, and add outcome-based incentives that pay for activation, and fast time-to-value, so partners can build once and sell often (repeatable offerings).

TLDR: Make it easy to buy (Marketplace + co-sell), safe to deploy (governance), and worth it to sell (outcome incentives).

The Playbook

There’s plenty of talk about AI agents, but the real growth unlock in the enterprise is partner-led amplification and distribution. But how do you and your partners get ready? Let’s dive in and get it done before your competitors do it.

Table of Contents

Creating an end-to-end plan that removes friction and includes key success factors in partner adoption is key in gaining traction. That’s why this playbook is action-forward, with tables, clear owners, and metrics. I’ve added short TLDRs per section.

Important: Your partners will launch faster and sell more if you hard-wire three things into your program: transactability (marketplace + co-sell), AI governance (agentic-ready standards), and outcome-based incentives. Treat them as products with SLAs, telemetry, and clear economics.

This playbook takes into consideration the Microsoft Azure Consumption Commitment (MACC), just replace or remove as needed if not relevant in your case.

Make it easy to buy, safe to deploy, and worth it to sell.

Adri Scalora

1) 90-day program sprint plan

Horizon

Program move

What to ship

Owner

Success metric

Now (0–30 days)

Transactable-first rule

Require new partner offers to be marketplace-transactable; publish a 1-page checklist

Partner Ops

% of new offers transactable (target >80%)

AI governance v1

Baseline standards for agentic AI: audit logs, HITL1, rollback, eval pack

Office of the CTO + Compliance

% of AI offers passing governance gate

Outcome incentives pilot

Add 10–20% kicker for “activated licenses,” “MACC2 pull,” or “time-to-value <90d”

Channel Finance

# of partners earning outcome kicker

Next (30–90 days)

Co-sell alignment

Publish seller attach rules + qualification; auto-credit sellers for partner-sourced

Field Ops

# of co-sell deals; attach rate

Reference factory

10 lighthouse cases with before/after metrics per vertical

Partner Marketing

# new references with quantified impact

Data telemetry

Standard events: activation, usage, incidents, savings/ROI

Product + Data

% of offers emitting required events

Later (90–180 days)

MPO3 / Bundle program /Bundle program

Templates for ISV + SI bundles, rev-share boilerplates

Legal + Alliances

# of multiparty offers live

Fund model v2

Co-build/co-market fund with clear ROI gates

Channel Finance

ROI on funds; pipeline influence

Regionaliza-tion (this can be done in phase 2)

UK/EU public-sector variants; language + compliance

Geo PMO

Time to list regionalized offers

TLDR: In 90 days, enforce transactable offers, minimal AI standards, and outcome incentives; by 180 days, scale co-sell, references, telemetry, and multiparty bundles.

2) Incentives that drive the right behavior

Lever

Why it matters

How to structure

Guardrails

Metric

Outcome kicker

Pays for business results, not hours

Bonus for activation, MACC2 burn, cycle-time cut

Require telemetry + proof

# payouts; ROI per $

Marketplace rebate

Pulls offers on your marketplace

Extra % for transactable + private offer

Sunset services-only

% revenue via marketplace

Co-sell credit

Aligns field + partners

Auto ACR/seller credit when partner attached

No manual carve-outs

Seller attach rate

Specializationboost

Focus on industries

2–3 vertical badges with playbooks

Cap # to avoid diluting

Win rate by vertical

Funded references

Speeds trust

Pay for 10 quantified case studies

Must include before/after

# references with metrics

TLDR: Pay partners for outcomes, transactability, and attach, and require data to prove it.

3) Marketplace + co-sell readiness (make buying easy)

Requirement

Program deliverable

Owner

SLA

Transactable listing types

Catalog of allowed SKUs + “how to”

Partner Ops

Published in 2 weeks

Private offer templates

Standard terms for enterprise, public sector

Legal

1-day turnaround

Co-sell checklist

Eligibility, fields, proof assets, seller credit rules

Field Ops

Live + linked in PRM

MPO /bundle enablement/bundle enablement

Guide for ISV + SI bundling, rev-share calculator

Alliances

Training monthly

MACC2 playbook

Step-by-step to MACC2 eligibility

Marketplace Team

Updated quarterly

TLDR: Treat marketplace and co-sell like product features with docs, templates, and SLAs.

4) AI/agent governance (approve in days, not months)

Governance is a key aspect to look at early on. Set simple, non-negotiable guardrails so AI/agent offers can be approved quickly with low risk:

Control

Minimum standard (v1)

Evidence required

Observability

Structured logs for prompts, actions, outcomes

Log schema sample + daily export

Human-in-the-loop

Approval gates on risky actions

Config screenshot + flowchart

Rollback

One-click revert for data or actions

Test plan + demo

Eval harness

Benchmark accuracy, bias, cost, latency

Eval scripts + report

Data handling

PII policy, retention, residency

DPA4 signed + region map

TLDR: Publish a one-pager with these five gates; partners self-cert, you spot-audit.

5) Enablement that drives offers, not slides

Let’s start with end goal and create a simple workback plan:

Track

Outcome

Asset

Build

Partner packages a repeatable offer

Offer canvas + SKU template

Sell

AE can explain value in 90 seconds

9-slide pitch + 1 pager

Deliver

Services playbooks exist

Runbooks, checklists, KPIs

Prove

Metrics collected by default

Telemetry SDK + case-study kit

TLDR: Certification programs should end with a published, transactable offer and a ready proof pack.

6) Telemetry & attribution: measure what you pay for

This will be key as it provides additional data for leaders to bring to the boardroom to justify the value of partnerships and program investment:

Event

Definition

Used for

Activation

Deployed + first successful run

Incentive eligibility

Usage

Weekly active workflows/agents

Renewal triggers

Outcome

Time/cost saved, accuracy uplift

Outcome kicker

Attach

Seller + partner on opp

Co-sell credit

Support

MTTR5, escalations

Quality gates

TLDR: Ship a lightweight event spec and a small SDK; tie dollars to events.

7) Partner experience (reduce friction)

This section is about making partners’ lives easier: approve listings fast (48-hour SLA), put all rules in one place (PRM), use pre-approved legal templates, pay on time (Net-30), and give them a named manager with a shared Slack. If we do that, we cut friction and hit clear targets: 90% on-time approvals, 80% template use, <1% payment disputes, and CSAT over 90%, which will make the C-Suite happy. Seriously, I;ve seen unnecessary hurdles or lack of support become a barrier to adoption to many times.

Friction today

Fix

Target

Slow approvals

48-hour SLA on listings/offers

90% within SLA

Random rules

Single source of truth in PRM

NPS + task success

Legal bottlenecks

Pre-approved templates

80% template usage

Payments lag

Net-30 automated payouts

<1% payment disputes

Support maze

Named TSM + shared Slack

CSAT > 90%

TLDR: Publish SLAs and hit them; partner NPS will track with revenue.

8) Risk heatmap (what bites programs later)

A few things to consider as you build:

Risk

Likelihood

Impact

Mitigation

Agentic AI incident

Med

High

Governance gates + kill-switch

Incentive gaming

Med

Med

Telemetry + audits

Marketplace policy drift

Med

Med

Quarterly policy reviews

Regional compliance gap

Low–Med

High

Geo variants + legal review

One-off custom work

High

Med

Incentives tied to repeatability

TLDR: Most issues come from weak governance and bespoke deals. Close those gaps first.

9) Example OKRs (drop straight into your quarter planning)

Objective: Make partner offers easy to buy, safe to deploy, and worth it to sell.

What OKRs should you aim for? Here are some recommendations, and as usual they will depend on the context. Work cross-functionally to align:

  • KR1: Increase transactable partner offers from 35% → 75%.

  • KR2: Launch 10 lighthouse references with quantified outcomes.

  • KR3: Reduce listing approval time from 12 business days → 2 days.

  • KR4: 60% of partner revenue via Marketplace/private offers.

  • KR5: 90% of AI offers pass governance v1 at first review.

10) One-page partner brief (you can email this)

Speed adoption by making it easy for partners to execute:

What we changed: Transactable-first, outcome incentives, AI governance, faster approvals.
What you get: Clear rules, better economics, quicker listings, co-sell alignment.
What we need: Publish a transactable offer, wire up telemetry, bring one reference logo.
Where to start: Use our templates; your TSM will turn around reviews in 48 hours.

TLDR: We removed friction and pay for outcomes; build once, sell often is the mantra here.

Final TLDR: for Partner Program Leaders

This playbook helps you: make every offer transactable, ship governance v1 for agentic AI (logs, approvals, rollback, basic evals), and pay for outcomes (activation,MACC2, time-to-value). It includes templates, SLAs, and light telemetry so teams move fast. Result: partners ship faster, sellers attach more, and Marketplace becomes your quickest path to revenue.

If you enjoyed this playbook consider sharing with colleagues or on LinkedIn so we keep growing our community (use the icon on the top).

Questions? Contact me or schedule a call here.

1 HITL = Human-in-the-Loop.

2 MACC = Microsoft Azure Consumption Commitment.

3 MPO/bundle enablement” is the guidance and templates that help an ISV + services partner (SI/channel) package their software and services into one private offer, so procurement, pricing, and payouts happen in a single, streamlined deal.MTTR = Mean Time to Repair/Restore/Resolve.

4 DPA = Data Processing Addendum (sometimes “Agreement”).

5 MTTR = Mean Time to Repair/Restore/Resolve.