Enterprise

Use customer health data to grow and forecast NRR

Comment

3D illustration of pink color human brain lifting heavy barbell. Training mind and mental health concept. Train your brain.
Image Credits: Osaka Wayne Studios (opens in a new window) / Getty Images

Kellie Capote

Contributor

Kellie Capote is chief customer officer at Gainsight, where she leads the entire post-sales organization, including customer success management, support, professional services and the CS Ops & Scale teams.

An old maxim among courtroom litigators states that you should only ask a question of a witness when you already know how they will answer. Otherwise, you might be in for an unpleasant surprise. For this reason, effective prosecutors and defense attorneys engage in various pre-trial activities, including “witness prep,” to help them take control of the narrative.

As many SaaS companies look to increase net revenue retention (NRR) to compensate for weak or declining sales, they may want to adopt and adapt this maxim to say: “Before we ask existing customers to renew or expand their subscriptions, we will pursue customer success (CS) strategies and activities (‘customer prep’) that help us avoid unpleasant surprises and increase the number of successful outcomes.”

Now comes the tricky part. What kinds of customer health data should you collect and analyze to help you avoid unpleasant surprises? And which strategies and activities should your sales and post-sales teams pursue in response to this data?

A DEAR solution

Historically, many CS leaders have relied on anecdotal evidence and presumed “best practices” in the hope of boosting NRR. Even when this approach seemed to work, customer success managers (CSMs) often lacked the empirical evidence to firmly connect the success with their team’s good work.

To overcome such strategic “squishiness,” we spearheaded the development of a more scientific, data-driven customer health scoring and retention modeling methodology. Known as DEAR (deployment, engagement, adoption, ROI), this framework aims to help CS teams deliver exceptional customer experiences and drive existing customers to their desired outcomes. In addition to a customer experience score, DEAR also provides a customer outcomes score, an objective indicator of whether the customer is seeing value and ROI on their investment.

Below is a breakdown of DEAR’s four components.

Note that in order to efficiently leverage this information, you’ll need the right technology (ideally, customer management software) and behavioral data (ideally, telemetry about how your customers are using the product).

Deployment

Is the customer activated? Are they set up to effectively use what they bought? Poor deployment is often a strong indicator of the risk of partial churn or downsell.

Here, you’ll need accurate entitlement data (what they are licensed for) versus what they have activated (e.g., assigned licenses for). To make this actionable, you’ll want to feed this data into a “deployment” health score as part of the customer outcomes health score, which is often built into customer management software.

This will allow your teams to receive alerts or take action if deployment isn’t reaching the desired threshold, as this is the first warning sign of potential shelfware.

Engagement

Is the customer engaged? Are you multithreaded to the right stakeholders? In other words, are you talking to all the right peope at the right cadence — the people with influence over the outcomes of the partnership?

To answer these questions, you’ll need to tag/identify the key people at your customer and establish SLAs for engagement. By leveraging a CSP, you can create logic based on the activities that are happening to feed the engagement health score. In turn, this will signal how strong engagement is at that customer (i.e., are we engaging with the key people in the desired timeframe?) and trigger alerts/playbooks when things go off track.

Adoption

How broadly and deeply is the customer using your product? Here, breadth refers to how often, or how many, users regularly log in and display healthy usage. Depth is about adoption quality: the regular use of sticky features that indicate engagement in meaningful end-to-end workflows.

Telemetry data is becoming mission-critical in SaaS for understanding how customers are using products and where you can improve to drive better outcomes. We recommend looking at both depth of adoption and breadth of adoption.

Using a product adoption tool to glean this data, you can then feed your adoption health scores with associated playbooks based on the signals.

ROI

Is the customer achieving genuine value based on the outcomes you’ve identified and the work you’ve done?

Value realization is a common way to frame this based on your customers’ desired business outcomes. Create a mutual success plan with your customer to identify their desired business outcomes and the key initiatives you will work on to achieve the agreed-on success criteria. From there, this “success plan,” often thought of as a “value plan,” automatically drives an ROI health measure based on the completion of the “verified outcome.”

From workflows to leading indicators to lagging outcomes

Essentially, the DEAR customer outcomes score enables you to connect workflows to leading indicators and lagging outcomes. It lets you measure every activity your team is performing in terms of how it’s impacting your business today and how it’s likely to impact your business tomorrow.

I firmly believe that DEAR should be the north star of every customer success organization. With this framework, you can connect, with a high degree of statistical certainty, the lagging outcomes of retention and net retention back to the high-value activities that your team is performing (or not performing).

Here at Gainsight, DEAR allows me to identify the leading indicators tied to our CSM organization’s core workflows. For example, to drive engagement with various stakeholders, we conduct regular stakeholder alignment calls and executive business reviews. To facilitate adoption, our CSMs follow different playbooks and strategies. To boost ROI, we collaborate with our customers to create mutual success plans oriented around the outcomes they wish to achieve. Leveraging our outcomes framework, we then track when those outcomes have been achieved.

Help CSMs understand what to prioritize

DEAR helps CSMs understand which activities to prioritize and lets the company accurately gauge the impact of each activity on retention and expansion.

For example, at regular intervals, you might conduct a regression analysis on the individual components of your DEAR framework — product adoption scores to customers who have renewed in the past 12 months.

What you’ll likely see is that when CSMs are doing XYZ activities, they generate more “green” adoption scores, which correlate with higher renewal and expansion rates. By contrast, when CSMs are doing ABC activities, they generate more “red” adoption scores, which correlate with lower renewal and expansion rates.

Armed with this information, you can now say with a high degree of confidence that XYZ activities are generating XX% more green scores, which translates into a XX% higher renewal/expansion rate, which translates into an XX% increase in NRR. No more guesswork and no more assumptions. The DEAR data directly connects outcomes to your strategies and activities.

You might then decide to conduct a “red adoption campaign.” You might say, “Okay, we’ve identified the customers with red adoption scores. Let’s run an XYZ campaign to see if we can move some of them into the green before renewal. If we can turn X number of red customers green, DEAR indicates that their odds of renewal will increase by XX%, which, in turn, will increase our overall net retention by XX%.”

This type of conversation really excites and empowers your executives and CS teams. They now understand how leading-indicator-driven activities connect to lagging outcomes for both customers and your company. The metrics-driven DEAR framework will also help your executives and your board view your team through a strategic lens, winning you more credit for your good work and justifying the resources you need to continue doing that work.

An uncanny forecasting tool

Since implementing DEAR at Gainsight, the data we’ve generated has proven to be an uncanny forecasting tool and the most predictable way of forecasting revenue retention. In fact, we’ve used the overall DEAR customer outcomes score to build our gross revenue retention (GRR) plan each fiscal year, given the strong correlation and predictability of retention.

If you’re looking for a data-driven way to build confidence in your modeling with your executive team and board, this is it. Year after year, our actual renewal rates have aligned almost perfectly with the customer health scores generated by DEAR.

I’m willing to bet that by equipping your sales and post-sales teams with DEAR, you’ll significantly decrease the number of unpleasant surprises awaiting you in the court of customer retention, and significantly increase the number of pleasant, albeit unsurprising, outcomes.

More TechCrunch

Welcome to Startups Weekly! We’ve been drowning in AI news this week, with Google’s I/O setting the pace. And Elon Musk rages against the machine.

Startups Weekly: It’s the dawning of the age of AI — plus,  Musk is raging against the machine

IndieBio’s Bay Area incubator is about to debut its 15th cohort of biotech startups. We took special note of a few, which were making some major, bordering on ludicrous, claims…

IndieBio’s SF incubator lineup is making some wild biotech promises

YouTube TV has announced that its multiview feature for watching four streams at once is now available on Android phones and tablets. The Android launch comes two months after YouTube…

YouTube TV’s ‘multiview’ feature is now available on Android phones and tablets

Featured Article

Two Santa Cruz students uncover security bug that could let millions do their laundry for free

CSC ServiceWorks provides laundry machines to thousands of residential homes and universities, but the company ignored requests to fix a security bug.

4 hours ago
Two Santa Cruz students uncover security bug that could let millions do their laundry for free

OpenAI’s Superalignment team, responsible for developing ways to govern and steer “superintelligent” AI systems, was promised 20% of the company’s compute resources, according to a person from that team. But…

OpenAI created a team to control ‘superintelligent’ AI — then let it wither, source says

TechCrunch Disrupt 2024 is just around the corner, and the buzz is palpable. But what if we told you there’s a chance for you to not just attend, but also…

Harness the TechCrunch Effect: Host a Side Event at Disrupt 2024

Decks are all about telling a compelling story and Goodcarbon does a good job on that front. But there’s important information missing too.

Pitch Deck Teardown: Goodcarbon’s $5.5M seed deck

Slack is making it difficult for its customers if they want the company to stop using its data for model training.

Slack under attack over sneaky AI training policy

A Texas-based company that provides health insurance and benefit plans disclosed a data breach affecting almost 2.5 million people, some of whom had their Social Security number stolen. WebTPA said…

Healthcare company WebTPA discloses breach affecting 2.5 million people

Featured Article

Microsoft dodges UK antitrust scrutiny over its Mistral AI stake

Microsoft won’t be facing antitrust scrutiny in the U.K. over its recent investment into French AI startup Mistral AI.

5 hours ago
Microsoft dodges UK antitrust scrutiny over its Mistral AI stake

Ember has partnered with HSBC in the U.K. so that the bank’s business customers can access Ember’s services from their online accounts.

Embedded finance is still trendy as accounting automation startup Ember partners with HSBC UK

Kudos uses AI to figure out consumer spending habits so it can then provide more personalized financial advice, like maximizing rewards and utilizing credit effectively.

Kudos lands $10M for an AI smart wallet that picks the best credit card for purchases

The EU’s warning comes after Microsoft failed to respond to a legally binding request for information that focused on its generative AI tools.

EU warns Microsoft it could be fined billions over missing GenAI risk info

The prospects for troubled banking-as-a-service startup Synapse have gone from bad to worse this week after a United States Trustee filed an emergency motion on Wednesday.  The trustee is asking…

A US Trustee wants troubled fintech Synapse to be liquidated via Chapter 7 bankruptcy, cites ‘gross mismanagement’

U.K.-based Seraphim Space is spinning up its 13th accelerator program, with nine participating companies working on a range of tech from propulsion to in-space manufacturing and space situational awareness. The…

Seraphim’s latest space accelerator welcomes nine companies

OpenAI has reached a deal with Reddit to use the social news site’s data for training AI models. In a blog post on OpenAI’s press relations site, the company said…

OpenAI inks deal to train AI on Reddit data

X users will now be able to discover posts from new Communities that are trending directly from an Explore tab within the section.

X pushes more users to Communities

For Mark Zuckerberg’s 40th birthday, his wife got him a photoshoot. Zuckerberg gives the camera a sly smile as he sits amid a carefully crafted re-creation of his childhood bedroom.…

Mark Zuckerberg’s makeover: Midlife crisis or carefully crafted rebrand?

Strava announced a slew of features, including AI to weed out leaderboard cheats, a new ‘family’ subscription plan, dark mode and more.

Strava taps AI to weed out leaderboard cheats, unveils ‘family’ plan, dark mode and more

We all fall down sometimes. Astronauts are no exception. You need to be in peak physical condition for space travel, but bulky space suits and lower gravity levels can be…

Astronauts fall over. Robotic limbs can help them back up.

Microsoft will launch its custom Cobalt 100 chips to customers as a public preview at its Build conference next week, TechCrunch has learned. In an analyst briefing ahead of Build,…

Microsoft’s custom Cobalt chips will come to Azure next week

What a wild week for transportation news! It was a smorgasbord of news that seemed to touch every sector and theme in transportation.

Tesla keeps cutting jobs and the feds probe Waymo

Sony Music Group has sent letters to more than 700 tech companies and music streaming services to warn them not to use its music to train AI without explicit permission.…

Sony Music warns tech companies over ‘unauthorized’ use of its content to train AI

Winston Chi, Butter’s founder and CEO, told TechCrunch that “most parties, including our investors and us, are making money” from the exit.

GrubMarket buys Butter to give its food distribution tech an AI boost

The investor lawsuit is related to Bolt securing a $30 million personal loan to Ryan Breslow, which was later defaulted on.

Bolt founder Ryan Breslow wants to settle an investor lawsuit by returning $37 million worth of shares

Meta, the parent company of Facebook, launched an enterprise version of the prominent social network in 2015. It always seemed like a stretch for a company built on a consumer…

With the end of Workplace, it’s fair to wonder if Meta was ever serious about the enterprise

X, formerly Twitter, turned TweetDeck into X Pro and pushed it behind a paywall. But there is a new column-based social media tool in town, and it’s from Instagram Threads.…

Meta Threads is testing pinned columns on the web, similar to the old TweetDeck

As part of 2024’s Accessibility Awareness Day, Google is showing off some updates to Android that should be useful to folks with mobility or vision impairments. Project Gameface allows gamers…

Google expands hands-free and eyes-free interfaces on Android

A hacker listed the data allegedly breached from Samco on a known cybercrime forum.

Hacker claims theft of India’s Samco account data

A top European privacy watchdog is investigating following the recent breaches of Dell customers’ personal information, TechCrunch has learned.  Ireland’s Data Protection Commission (DPC) deputy commissioner Graham Doyle confirmed to…

Ireland privacy watchdog confirms Dell data breach investigation