[Un]Churned · 16 Jun 2026 · From the week of 15 June
The GTM Playbook Behind 133 Million Learners ft. Monika Saha (Articulate)
These are notes on the conversation, checked against its transcript. The episode itself has the full discussion.
In brief
Monika Saha, Chief Commercial Officer of Articulate, an AI-powered workplace learning platform, speaks with hosts Josh Schachter and co-host Samantha Murray of Gainsight about customer education, segmentation, digital engagement, and GTM operations. The episode covers how to reuse content across customer and internal audiences, why retention work can hit diminishing returns in some segments, how Articulate runs in-app and email engagement from trial onward, and how it plans to use AI to remove process bottlenecks. The main argument is that customer education is neither a pure cost center nor a guaranteed revenue source, and that it should be funded to a baseline and judged by its effect on renewal and expansion.
For founders
- Customer education should be funded to a deliberate baseline tied to renewal or expansion outcomes, since Monika Saha does not think all of it can generate revenue and says it cannot cost zero.
- Set a retention baseline for each customer segment and invest effort where a point of improvement returns the most, instead of pushing the weakest segment beyond its natural retention level.
- Run education as a product team would, with a hypothesis, a business objective, and short-sprint leading indicators the team can control, to prove its impact on adoption and retention.
- Start customer and internal enablement content from the same source material, branch it by audience and learning objective, and update the shared baseline with each product release.
- Instrument trials and in-app milestones so that product signals from existing customers trigger sales follow-up on cross-sell opportunities.
For revenue leaders
- Combine user-level data from academies, communities and in-app usage with account-level health scores, which Monika Saha describes as a hard technology problem because the data typically sits in separate systems.
- Watch for disengagement in the academy or community as a churn-risk signal, since Samantha Murray says the same intent signals exist post-sale as pre-sale.
- Expect cross-sell products to need bookings that roughly double or triple each quarter while they are still small, and manage them like a startup rather than the core business.
- Build a logo-level view of accounts where many small self-serve trial subscriptions have accumulated, so they can be grouped into a unified account and sold as one.
- Hold a cross-functional QBR where each leader brings one or two painful processes, recorded on video, and prioritize which ones to fix with AI.
What was said 21, most useful first
Some customer segments have a fixed retention ceiling, so improving retention beyond their baseline gives diminishing returns. Listen
Monika Saha says some segments will always have the worst retention because of their buying behavior, and this cannot be solved. She says the goal is to know the segment's baseline and hold it, while beating it is good if possible. She argues that a 1% gain in a long-tail segment is worth far less than a 1% gain in the enterprise segment, so she would rather spend effort in enterprise.
“I think it's a law of diminishing returns to try and improve even 1% on that baseline is not the same as trying to improve 1% on your enterprise segment.”
Listen to the episode Retention & customer success Link to this Report a problem
Articulate launches new products as trials to existing customers and hands sales the data when they reach usage milestones. Listen
Monika Saha says that when Articulate launches a new product, a segment or every customer may receive a time-limited trial, and the trial is instrumented to guide users down a set path. When existing customers reach certain milestones while using a product they do not yet pay for, data is passed to the sales organization, which follows up. She frames this as part of the company's product-led growth strategy.
“they're inside the product trying something that they're not yet paying for.”
Listen to the episode Sales process & deals Link to this Report a problem
A QBR exercise that finds AI-ready bottlenecks: each leader brings their most painful processes and the group reviews them on video. Listen
Monika Saha describes a recent QBR with her go-to-market leaders, where each leader in her department brought one or at most two processes that are very painful for their teams. Processes were recorded on video so they could be shown rather than described, and the cross-functional group then watched each one. The group decided which processes to prioritize for solving with AI.
“Each leader in my department brought one or maximum two processes that are incredibly painful for their teams.”
Large enterprises can end up with many small self-serve subscriptions, which makes account-level usage and health hard to see. Listen
Monika Saha says that in PLG motions, a large multinational account can accumulate 20 or 30 small subscriptions because individual employees trialed the product and paid by card. She says getting holistic logo-level visibility into usage and health is not easy from a systems perspective. Once that view exists, the subscriptions can be grouped, sold to a unified account, and upsold.
“a very, very large multi global multinational organization could have 20, 30 subscriptions, tiny little subscriptions of articulate floating around because people have just gone in, done a trial.”
Listen to the episode Sales process & deals Link to this Report a problem
Treat the digital motion as the base layer on which human CSM engagement is added, since intent signals are visible across the whole customer journey. Listen
Samantha Murray says a digital motion regardless of delivery channel should be the underlying layer, with the human CSM motion layered on top. She says companies get the same intent signals post-sale as they do pre-sale, but have not traditionally tracked them well. With that visibility, teams can spot expansion opportunities and churn risk, such as a customer disengaging from the academy or community.
“really truly thinking about a digital motion as the underlying layer that the human sort of CSM motion gets layered on top of”
Listen to the episode Retention & customer success Link to this Report a problem
Customer education cannot cost zero, and not every training should be expected to generate revenue. Listen
Monika Saha argues that every team costs money, so customer education is a cost like any other. She says that if a company charges for every training, either the product is too hard to use or something is misaligned. She compares it to sales engineering, which she says is kept even though it is much smaller than the quota-carrying team, and says the company must decide the baseline investment that yields a given amount of renewal or expansion.
“Everything in a company costs money. Every team costs money, but I also don't believe 100% of customer education can generate revenue for you.”
Listen to the episode Retention & customer success Link to this Report a problem
Customer education should stop being treated as a cost center because the evidence shows it drives leads, adoption, retention and churn reduction. Listen
Samantha Murray says the cost-center view mostly applied when education sat under professional services as monetized onboarding. She says education is now proven to support product adoption, net-new leads through ungated content, retention, and churn reduction. She names the main challenge as connecting education activity to business results with data.
“But we have to stop having this conversation of education as a cost center because it's just not true anymore.”
Listen to the episode Retention & customer success Link to this Report a problem
Work on customer education like a product team: set a hypothesis, align it to a business objective, and move a leading indicator you control in short sprints. Listen
Samantha Murray says she supports teams by shifting their operating model toward product-team practice. The steps are designing around a hypothesis to prove, understanding the overall business objective, and choosing leading indicators that can be controlled over a very short sprint. The team keeps working the leading indicator until momentum shows up toward the bigger goals.
“shifting their operating model to working like a product team. designing around a hypothesis that you're trying to prove”
Listen to the episode Retention & customer success Link to this Report a problem
Build customer and internal enablement content from one shared source set, then branch it by audience and learning objective with AI. Listen
Monika Saha says Articulate starts both customer success enablement and customer education from the same base material, such as technical specs, meeting notes, and input from partner engineering teams on a launch. Within Articulate, the team creates two learning branches with different objectives, audiences and purposes, and the AI helps produce one version for CSMs and one for end customers. She says this is now simpler than it used to be, and she notes the source material is common even though the teaching needs differ in B2B.
“you essentially start with the same source material for both audiences and the source material could just be, you know, technical specs, meeting notes, things that your partner engineering teams have given you about the launch.”
When a product release happens, add the new source material to the existing baseline course and ask the system what needs to change. Listen
Monika Saha describes the next step after the shared baseline is built: when there is a new release, the team feeds only the additional source material into the same course. They then ask for suggestions on what should change, what needs updating, or what new course is needed. She says product releases are becoming more frequent, which makes this kind of simplification more important.
“you essentially just feed just the additional source material to the same baseline course.”
The long tail at Articulate is handled by a round-robin, digitally led engagement team with no dedicated CSM. Listen
Monika Saha describes Articulate's segments as strategic enterprise, mid-market and SMB, plus a customer engagement team that serves the very long tail and assigns accounts round robin. She says this is where the company puts the most effort into digital engagement, and that the motion is fast and high volume. She notes that these customers do not sign three-year deals, and that the long tail is not ignored, since it has its own team, resources and technology.
“There's no dedicated CSM. That's where we put in the most effort in terms of engaging through digital ways.”
Listen to the episode Retention & customer success Link to this Report a problem
At Articulate, digital engagement starts inside the product, before purchase, and is segmented by persona and customer segment. Listen
Monika Saha says that for Articulate, which she describes as a product-led growth company, digital is foundational and starts in the product during the trial and continues after conversion. The company recently added a platform so that in-app messages and email communications can be synchronized and tailored by segment and user persona. She says the company had to get more sophisticated here because it now sells more than one product.
“for us, it starts inside the product”
Non-PLG B2B companies can experiment by launching a feature for a set time to customers most likely to buy it, and Samantha Murray thinks that is probably the right approach. Listen
Samantha Murray says a company without a PLG motion can give a feature trial for a set period to a subset of customers with high propensity to buy, then test different in-product motions to encourage that behavior. She says she thinks this is probably the right approach. She adds that PLG companies are structurally stronger at this and that experimentation speeds their learning loops.
“But can you launch a feature for a certain time period to a subset of customers that you know are a high propensity to buy that particular thing”
Cross-sell products at a mature SaaS company need bookings that roughly double or triple each quarter while they are still small. Listen
Monika Saha says Articulate has clear visibility into how much growth comes from its core product and from its two cross-sell products. She describes the core product as the bread and butter with the most confidence, and the cross-sell products as where the company must push hardest to beat the prior quarter. She compares running them to operating a startup inside a mature business, with a different growth expectation.
“when you got cross sell products in the mix, there is a period of time where you're almost, you literally have to almost double and triple every quarter of your booking”
Listen to the episode Metrics & finance Link to this Report a problem
Combining customer academy and community data with account health scores is a hard technology problem because the data comes from separate systems. Listen
Monika Saha says Articulate is working to connect user-level data from its community and other touchpoints with renewal, adoption and product data. She says the problem is hard because each of these typically runs on different technology. She notes Articulate's community has moved from a homegrown build to an off-the-shelf solution and may move again to get more data.
“It is a hard problem to solve because just technology-wise, a hard problem to solve because all three things typically are different pieces of technology.”
Listen to the episode Metrics & finance Link to this Report a problem
Articulate distributes its customer training largely through its community, where the training content draws members in. Listen
Monika Saha says most of Articulate's customer education is served through its community platform, organized into spaces for each product. Its training team produces multiple bite-size training pieces every week, along with weekly challenges, and the content is the main draw for the community. She also says Articulate uses its own product heavily for internal field enablement, including product launches and legal training.
“for us, the community is a big part of getting that content out there”
Listen to the episode Retention & customer success Link to this Report a problem
Articulate combines marketing, sales and customer success under one chief commercial officer, covering the customer journey from trial to renewal. Listen
Monika Saha says her remit as Chief Commercial Officer at Articulate covers marketing, sales and customer success, which she describes as spanning the journey from trial to renewal. She says many companies combine these functions into one role, sometimes titled CRO. The structure gives one owner for the full customer lifecycle.
“I am responsible for marketing sales and customer success”
Listen to the episode Leadership & culture Link to this Report a problem
Training pays off when it is delivered at the right time, with adoption rising in large enterprise accounts. Listen
Monika Saha says Articulate has seen data showing that adoption of certain features rises when training is engaged at the right time, especially in very large enterprise accounts. She says how that adoption then drives expansion depends on other parts of how the business runs. She adds that training has to be run well, organized and delivered in the right way to pay off over time.
“when you do engage at the right time with training, especially in very, very large enterprise accounts, you do see adoption for certain things go up.”
Listen to the episode Retention & customer success Link to this Report a problem
PLG companies are far ahead on in-app sophistication because trial conversion is existential to them. Listen
Samantha Murray says she spent almost seven years at Shopify, which had a large PLG motion, and that in-app optimization was the core of its experience team. She says that a PLG company makes no revenue unless it optimizes its first trial, so the sophistication she sees is far ahead of non-PLG companies.
“you don't make revenue unless you optimize your first 14-day trial or however long your trial is.”
AI could remove much of the information complexity that GTM teams are drowning in day to day. Listen
Monika Saha says AI is disrupting many things and causing chaos, but it gives teams the power to remove the information complexity they handle daily. She describes this as the exciting part. She says teams are dealing with that complexity in their daily work, including the work of consolidating account information.
“we could solve a lot of that information complexity now with AI”
Customer success can be highly data-driven if its organizational design, systems and processes are structured around clear goals. Listen
Monika Saha says that during her time as CMO at Gainsight, she saw how data-driven the customer success organization was. She says this depended on structuring the work around a clear goal, from organizational design through systems and processes. She says seeing this from inside Gainsight, which teaches others how to do it, shaped her approach.
“it's all the way from organizational design to the systems, to processes, and everything else.”
Listen to the episode Retention & customer success Link to this Report a problem