In brief
- 01
In usage data from 615 software products, 80% of features were rarely or never used, so adoption has to be planned before a tool is bought.1
- 02
Projects with excellent change management met their objectives 88% of the time, against 13% for projects where it was poor.3
- 03
Before you buy the next tool, answer 4 questions about the process, what each person gets back, which tool holds each record and who owns adoption for the first 90 days.
Most software that sits unused was bought to fix a process nobody had written down. The team tried it, found it did not match how work really moves between people, and drifted back to spreadsheets and chat. The cause is usually the order of decisions. Map the work first, then decide what to buy, connect or build, and involve the people who will use it before anything goes live.
Most software features go unused, so adoption has to be planned from the start
Pendo’s 2019 Feature Adoption Report drew on usage data from 615 software products and found that 80% of their features were rarely or never used.1 The figure comes from a software vendor and covers software products in general, not companies. It is still a broad measure, and it matches what owners and executives tell us: a project tool only a few people open, a CRM updated only before board meetings, an automation platform nobody remembers setting up.
The pattern has a common cause. A tool is designed for an average company. Your company differs from the average in the places that matter most: how a job passes from sales to delivery, who approves what, and which exceptions happen every week. Those differences are where the tool and the work disagree. They are also exactly what nobody wrote down before the purchase.
Adoption fails at the handoffs, where the tool and the work disagree
Look at where people abandon a tool. It is rarely inside a single task. A designer can log hours in almost any system. The break happens at the handoff, when work passes from one person to the next.
| Handoff | What the tool misses | Workaround |
|---|---|---|
| Sale to delivery | No notice when a deal closes | Lead waits for an email |
| Budget to hours | No budget against hours | Budget kept in a spreadsheet |
| Delivery to invoice | No view of work delivered | Finance asks in chat |
Source: Verticulate illustration of a typical agency project tool
Each workaround is reasonable on its own. Together they make the tool optional, and an optional tool does not survive its first busy month.
Harold Leavitt described the underlying problem in 1965. His model treats people, tasks, structure and technology as connected: change one, and the other three have to move with it.2 Buying a tool changes the technology and leaves the other three as they were. Unless someone redesigns who does what, and in what order, the old way of working wins.
A test you can run
If your team stopped using every side spreadsheet and chat thread tomorrow, which handoff would break first?
Ask each person who uses the tool to list the spreadsheets, notes and chat threads they keep next to it, and what each one tracks. Every item on the list marks a handoff the tool does not cover. The one that appears on the most lists is where to start.
Adoption work changes the result more than the choice of tool
The evidence here is consistent, if imperfect. Prosci asked more than 2,600 change practitioners how their projects went. Of those with excellent change management, 88% met or exceeded their objectives, against 13% of those where it was poor.3 The data is self-reported, so treat the size of the gap with caution. The steady rise from poor to excellent is harder to dismiss.
Research on AI programs points the same way. BCG’s 2024 survey of 1,000 executives found that about 70% of the challenges in AI programs come from people and process, against 20% from technology and 10% from the algorithms themselves.4 The point carries over to software in general: the tool has to be right, and most of the risk sits in the people and process around it.
In a company, adoption work does not need a program office. It needs the people who will use the system to shape it before launch, a reason for each of them to keep it current, and one named person watching for workarounds in the months after launch.
Four questions show whether you are ready to buy the next tool
- Can you draw the process on one page? Include every handoff, every tool and every place where information is retyped. If you cannot, you are not ready to choose software for it.
- What does each person get back for the data they enter? People keep a system current when it saves them work. If the only beneficiary is the owner’s report, expect the data to go stale.
- Which tool is the record for each kind of information? If two tools both hold job status, people will trust neither. Choose one system of record and connect the other to it.
- Who owns adoption for the first 90 days? Name a person, not a team. Their job is to notice workarounds early and fix the cause.
The tool you already own may be fine
Before you cancel a subscription, map the work it was bought for. Often the tool was set up around a guess at the process, and a few changes to its fields, statuses and connections bring it back into use. Sometimes the map shows the tool cannot hold your process, and replacing it is the right call. Either way, the decision rests on evidence instead of frustration. The playbook Run a keep, connect or replace review of your tools sets out how to make it.
Illustration. A 30-person agency buys a project management tool. Six months later, account managers still keep a budget spreadsheet, because the tool does not show budget against hours worked. The owner considers switching tools. A map of the process shows the real gap: hours are logged in a time tracker that is not connected to the project tool. Connecting the two and adding a budget field to each project ends the spreadsheet. The tool stays.
Where this is the wrong answer
Mapping first is the wrong answer when the tool is failing for reasons the process cannot fix: it goes down every week, it cannot meet a client's security requirement, or the vendor is retiring it. Replace it on those grounds. It is also overkill for a tool one person uses alone, such as a designer's own time tracker, where that person should simply choose.
A slower first month costs less than a second unused tool
Mapping the work before you choose software adds a few weeks at the start. A second tool that nobody uses costs another round of subscription fees, and the team trusts the next one less. To map one process yourself, start with Map one process in an afternoon.
Sources
- 1
The 2019 Feature Adoption Report. Pendo, 2019.
Sample: Usage data from 615 Pendo subscriptions whose owners had used Pendo for more than a year. A feature is any part of a product the customer tagged.
DirectionalVendor data from software products, not from the tools companies buy. Good for the scale of unused features; it says nothing about why they go unused.
- 2
Applied Organizational Change in Industry: Structural, Technological and Humanistic Approaches. Harold J. Leavitt, in J. G. March (ed.), Handbook of Organizations, Rand McNally (reissued by Routledge, 2013), 1965.
Sample: A conceptual model of organizational change, not a study with a sample.
ModerateA long-standing framework, written for large industrial companies. It supports the idea that people, tasks, structure and technology change together; it supplies no figure.
- 3
The Correlation Between Change Management and Project Success. Scott Anderson, Prosci, 2023.
Sample: More than 2,600 change practitioners in Prosci's Best Practices in Change Management research, rating their own projects.
DirectionalSelf-reported, and Prosci sells change management training. Trust the direction and the steady rise across the four levels; treat the exact percentages as soft.
- 4
AI Adoption in 2024: 74% of Companies Struggle to Achieve and Scale Value (Where's the Value in AI?). Boston Consulting Group, 2024.
Sample: Survey of 1,000 CxOs and senior executives in 59 countries and more than 20 sectors.
DirectionalLarge-company executives describing AI programs, and the 70/20/10 split is BCG's summary. Trust the direction (people and process outweigh technology), not the exact shares.
- Moderate
- Sound method, but a different population, a smaller sample or an older study. Good for direction and rough size.
- Directional
- Survey, vendor or expert estimate. Trust the direction; treat the exact number as soft.



