Partner Program Benchmarking

Every major hyperscaler now has a dedicated agentic AI partner program. Here's how they compare. The shift from generic cloud partner tracks to purpose-built agentic AI programs is the biggest structural change in the partner ecosystem in years. AWS, Microsoft, and Google Cloud have each taken a meaningfully different approach. 💡 AWS — Agentic AI Competency (Nov 2025) Three categories: Applications, Tools, and Consulting Services. Partners must show real customer deployments — autonomous workflows, multi-step reasoning, minimal human intervention. Reward: $25K MDF on top of the existing $50K AI Specialization fund. Early partners: IBM, Informatica, Reply. 💡 Microsoft — MAICPP Agent Track (Feb 13, 2026) Agentic AI is layered into the broader MAICPP program. Build with Copilot Studio or Azure AI Foundry, distribute through the unified Microsoft Marketplace's new AI Agents category. Partners get Azure credits, Copilot capacity packs, and agentic skilling. Notable partners: Accenture and Adobe 💡 Google Cloud — AI Agent Ecosystem Program (Q1 2026) The most technically prescriptive of the three. Agents must use Vertex AI beyond the LLM layer — no API wrappers. Partners get direct engineering access, early Vertex features, and a Marketplace listing that lets enterprise buyers deploy agents without a Google sales motion. Partners: PwC, Unilever, Liberty Global. 🧠 The common thread: all three are moving toward agents as the primary GTM motion — and building partner infrastructure to distribute them at enterprise scale. Which program are you building for?

Before Klaviyo was a unicorn, before their $9.2B IPO, and before partnerships were driving over 30% of their revenue… their partner program was in terrible shape. Here’s how they turned it from struggling function to secret weapon: BACKSTORY: In 2017, I was the Head of Partnerships at Hawke Media. Hawke was Klaviyo’s #1 partner by revenue. But, Klaviyo was far from Hawke’s top partner. For over a year I challenged them to do better. Every check-in call was a reminder of how lopsided our partnership was. Then, in 2018, Mike Eng took over their partnership program. I shared my feedback with him about their gaps and areas for improvement. Instead of brushing it off, Mike relished the feedback and asked for more. He knew that at my previous company (Bronto) we had built partnerships into 65% of revenue and he wanted to do the same at Klaviyo. Over a series of calls, and trips out to LA, he grilled me. Here are the best pieces of advice I gave him (according to Mike): 1. Customer First Build a program that delivers value throughout the customer journey and everyone wins. 2. Drive Growth for Partners The success you drive FOR your partners is as important as the leads/referrals you get FROM them. Make supporting the growth of your partners a core KPI. 3. Treat Partner like Customers of your Partner Program Map out your partner journey and what a healthy partnership looks like. Break this lifecycle into stages and track funnel metrics throughout. Then create a strong feedback loop with partners to optimize it. 4. Simplify, Simplify, Simplify A program with a bunch of “benefit” checkboxes that can’t be fulfilled are broken promises that you’ll need to repair down the road. Build a clear program that makes it easy for partners to understand, onboard, engage, and realize value. 5. Alignment is Critical Make sure you have alignment with key stakeholders internally. From the Board, to C-suite, and Cross-functional leaders across Sales, Marketing, Customer Success, and Product. You’ll need all of them to build a truly powerful program. 6. Use Data to Scale Having the right metrics, and the infrastructure to track them, will allow you to create predictability and scale. You (and your partners) will always know where you stand, what’s working, and what’s not so you can make informed decisions. 7. Tier Your Program (when at critical mass) Identify all of the benefits you can reliably offer to partners, organize them by value, and align with a tiering system that incentivizes partners to increase engagement with you. TAKEAWAY: These are the basics that so many partner programs are missing. Klaviyo came into a crowded category, with entrenched incumbents, and out-paced them all through partnerships. If you're struggling with partnerships, take a page out of their playbook. Keep the focus on scalability and mutual value. That's the foundation of a $1B partnership program.

Why do some partner programs drive 45% of revenue (like HubSpot) while others struggle to prove any impact? The difference is visibility. After 17 years in B2B, I've learned: partner program performance is determined by partner program visibility. 𝐇𝐢𝐝𝐝𝐞𝐧 𝐩𝐚𝐫𝐭𝐧𝐞𝐫 𝐩𝐫𝐨𝐠𝐫𝐚𝐦𝐬 𝐮𝐧𝐝𝐞𝐫𝐩𝐞𝐫𝐟𝐨𝐫𝐦. 𝐕𝐢𝐬𝐢𝐛𝐥𝐞 𝐩𝐚𝐫𝐭𝐧𝐞𝐫 𝐩𝐫𝐨𝐠𝐫𝐚𝐦𝐬 𝐝𝐫𝐢𝐯𝐞 𝐦𝐞𝐚𝐬𝐮𝐫𝐚𝐛𝐥𝐞 𝐫𝐞𝐯𝐞𝐧𝐮𝐞. Here's why visibility matters: Hidden partner programs underperform because: → Buyers can't find your partners when searching for integrations Your competitors with visible ecosystems win those deals instead → Leadership can't measure partner impact "How much revenue from partners?" takes 3 weeks and multiple spreadsheets to answer → CFOs won't fund what they can't see Budgets stay flat because there's no visible ROI data to justify investment → Your team becomes the bottleneck Partners can't access anything without emailing you, nothing is visible or self-serve → Partner acquisition happens by accident Competitors with visible marketplaces attract inbound partner interest organically 💡 Result: No visibility = no performance Visible partner programs perform because: → Ecosystem discovery drives pipeline SEO-optimized partner profiles generate 30%+ of inbound qualified leads → Predictive partnership analytics Real-time data shows which partner types drive highest LTV → Ecosystem earns P&L status Visible metrics make partner channel a measurable revenue line → Partner experience runs on autopilot Visible self-service portals let partners activate without your team → Network effects compound growth Visible marketplace becomes self-sustaining growth engine 💡 Result: High visibility = high performance 𝐓𝐡𝐞 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐠𝐚𝐩 𝐜𝐨𝐦𝐞𝐬 𝐝𝐨𝐰𝐧 𝐭𝐨 𝐯𝐢𝐬𝐢𝐛𝐢𝐥𝐢𝐭𝐲. When HubSpot reports 45% of revenue from partnerships, when SAP attributes 30%+ to their ecosystem, they made their partner programs visible. 𝐃𝐢𝐬𝐜𝐨𝐯𝐞𝐫𝐚𝐛𝐥𝐞 𝐛𝐲 𝐛𝐮𝐲𝐞𝐫𝐬. 𝐌𝐞𝐚𝐬𝐮𝐫𝐚𝐛𝐥𝐞 𝐛𝐲 𝐥𝐞𝐚𝐝𝐞𝐫𝐬𝐡𝐢𝐩. 𝐀𝐜𝐜𝐞𝐬𝐬𝐢𝐛𝐥𝐞 𝐛𝐲 𝐩𝐚𝐫𝐭𝐧𝐞𝐫𝐬. _____ Invisible partner programs underperform. It's that simple. _____ If your ecosystem exists but prospects can't discover it, your CFO can't measure it, and partners can't self-serve, you're leaving performance on the table. What's keeping your partner program hidden?

Key metrics to focus on at each stage of your partnership program: Early Stage: - Partner activation rate - Time to first deal - Partner satisfaction score These metrics help you validate your program's foundation and ensure you're attracting the right partners Growth Stage: - Partner-influenced revenue - Partner-sourced revenue - Deal velocity from partnerships - Average deal size from partnerships Now you're proving the value of partnerships to your executives and justifying further investment. Scaling Stage: - Partner program ROI - Partner retention rate - Partner tier progression - Revenue per partner At this point, you're optimizing for efficiency and maximizing the value of each partnership. Mature Stage: - Customer lifetime value from partner-sourced deals - Net promoter score from partner-sourced customers - Cross-functional impact (e.g., product adoption, support costs) You're now demonstrating the strategic value of partnerships across the entire organization. You don't have to measure everything. Focus on metrics that align with your company's goals and demonstrate the impact of partnerships. And most importantly, have those uncomfortable conversations with executives early. Ensure alignment on what success looks like for partnerships. Without this, no metric will save you.

𝗔𝗹𝗹𝗶𝗮𝗻𝗰𝗲 𝗕𝗲𝘀𝘁 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲𝘀 𝗮𝗿𝗲 𝗮𝗻 𝗔𝘀𝘀𝗲𝘁, 𝗡𝗼𝘁 𝗮𝗻 𝗔𝘀𝗽𝗶𝗿𝗮𝘁𝗶𝗼𝗻 Most organisations treat alliance best practice the way they treat their gym membership in January — as an ideal to aim at, not a standard to operate by. That's a costly mistake. After more than two decades of benchmarking several hundred alliance relationships, the research at Alliance Best Practice Ltd keeps arriving at the same three conclusions: 𝟭. 𝗕𝗲𝘀𝘁 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲𝘀 𝗶𝗻 𝗮𝗹𝗹𝗶𝗮𝗻𝗰𝗲𝘀 𝗮𝗿𝗲 𝗿𝗲𝗮𝗹. They are measurable, repeatable and consistent across industries. We call them Common Success Factors (CSFs) — the specific behaviours, processes and structures that appear again and again in high-performing alliances. 𝟮. 𝗔 𝗵𝗶𝗴𝗵𝗲𝗿 𝗽𝗿𝗼𝗽𝗼𝗿𝘁𝗶𝗼𝗻 𝗼𝗳 𝗖𝗦𝗙𝘀 𝗶𝗻 𝗽𝗹𝗮𝗰𝗲 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝘀 𝗮 𝗱𝗲𝗺𝗼𝗻𝘀𝘁𝗿𝗮𝗯𝗹𝘆 𝗵𝗶𝗴𝗵𝗲𝗿 𝗿𝗮𝘁𝗲 𝗼𝗳 𝗮𝗹𝗹𝗶𝗮𝗻𝗰𝗲 𝘀𝗮𝗹𝗲𝘀. Not a correlation observed once or twice. Observed across every cohort we have benchmarked. CSF score is a leading indicator of alliance revenue. 𝟯. 𝗔𝗹𝗹𝗶𝗮𝗻𝗰𝗲 𝘀𝗮𝗹𝗲𝘀 𝗮𝗿𝗲 𝗻𝗼𝘁 𝗱𝗶𝗿𝗲𝗰𝘁 𝘀𝗮𝗹𝗲𝘀. They operate under a Sell With model, not Sell To or Sell Through. The moment an alliance executive starts behaving like a vendor, the partner starts behaving like a customer — and the relationship is finished. Here is what this means in practice. If your alliance portfolio scores 40% against a best-practice benchmark, you don't have an aspirational gap. You have a measurable, quantifiable shortfall in revenue that you could be capturing and aren't. The relationships with the highest growth potential are rarely the ones producing the biggest numbers today. They are the ones with the lowest best-practice scores — because that is where the gap between current performance and achievable performance is widest. That's why best practice is an asset. You can measure it. You can invest in it. And the return on that investment shows up in your pipeline. ━━━━━━━━━━━━━━━━━━━━━ 𝗔 𝗳𝗿𝗲𝗲 𝗼𝗳𝗳𝗲𝗿 𝗳𝗼𝗿 𝗮𝗻𝘆𝗼𝗻𝗲 𝗰𝗮𝗿𝗿𝘆𝗶𝗻𝗴 𝗮𝗻 𝗮𝗹𝗹𝗶𝗮𝗻𝗰𝗲 𝘀𝗮𝗹𝗲𝘀 𝘁𝗮𝗿𝗴𝗲𝘁. To mark the release of this year's benchmark report, Alliance Best Practice Ltd is offering a free alliance best practice assessment against our 5 × 5 Common Success Factor framework. You'll get a clear view of where your strongest relationships sit, where the gaps are, and where the untapped sales potential lives in your portfolio. DM me, or email 𝗶𝗻𝗳𝗼@𝗮𝗹𝗹𝗶𝗮𝗻𝗰𝗲𝗯𝗲𝘀𝘁𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲.𝗰𝗼𝗺 to arrange yours. The full report is attached below. #StrategicAlliances #AlliancePartners #PartnerEcosystems #AllianceManagement #ChannelSales #B2BSales