Does the following pattern in HR tech buying sound familiar to you? A committee opens a spreadsheet and starts comparing feature lists (SCORM support, mobile apps, gamification, reporting). It's only later that someone pipes up and asks what problem they're actually solving. By then, the tool is shaping the strategy instead of the other way round.
It's an easy trap to fall into. Feature comparison feels like progress, giving a somewhat quantitative feel to what is often a qualitative process.
Rows fill up, tick boxes are filled in and a "winner" starts to emerge by column count. Unfortunately, a spreadsheet full of ticked boxes tells you almost nothing about whether a platform will actually work for your organisation, your learners, or the outcome you're being asked to deliver. Feature parity across vendors is now the norm, not the exception. That means the feature list was never the differentiating factor people assumed it was. The real differentiator is fit, and fit only becomes visible once you know precisely what you're buying for.
Write the use case before the requirements
The fix is simple to say and hard to do: write your use case before you write your requirements. Are you buying primarily for:
Compliance training (auditable records, certification tracking, expiry alerts);
Onboarding (structured pathways, time-to-productivity, manager checkpoints);
Skills development and internal mobility (competency frameworks, career pathing, skills gap reporting);
Customer or partner education (external portals, revenue reporting, multi-tenant branding)?
These are genuinely different product categories — even though every vendor on the shortlist will tell you their platform does all four. It's likely true; in a narrow technical sense, many of them can: most modern LMS platforms have some version of certification tracking, some version of a learning path builder, some version of an external portal.
The thing is, "can technically do it" and "is built for it" are not the same claim. A platform designed first for compliance may treat career pathing as an add-on module, configured awkwardly around a system whose core logic is expiry dates and audit trails. A platform designed first for customer education will treat internal certification tracking as an afterthought, because its architecture is optimised for monetising content and external branding, not internal governance. You can usually tell which use case a platform was actually built for by looking at what's effortless versus what requires three support tickets and a consultant.
A useful test: draft a one-paragraph "job to be done" statement — who's being trained, on what, how often, and what changes in the business if it works. Not a mission statement, not a list of nice-to-haves, just a plain, specific sentence or two. "Every new warehouse hire completes a 12-module safety pathway in their first two weeks, tracked against a manager sign-off, so time-to-independent-work drops from six weeks to four." That's a job to be done. If you can't fill that in without hedging — without reaching for "and also" or "ideally it would also cover" — you're not ready to talk to vendors yet, however much internal pressure there is to move fast.
A former manager of ours used to say "you can pay now, or pay later - either way, you have to pay". Putting in the time to make your requirements as specific and rich as possible will pay off in the medium-to-long term. Vendor conversations are expensive in time and political capital; spend that capital once you know what you're actually asking for.
Two traps that catch the majority of buyers
Feature maximalism. The assumption that more capability is always safer runs deep in procurement culture. Nobody gets blamed for buying the platform with more boxes ticked. What is often overlooked is that extra modules aren't atually free. Every unused feature is still configuration overhead, still a line item in the contract, still something the admin team has to understand well enough to explain why it's switched off. Platforms priced around a broad feature set often push the cost of that breadth onto implementation time and ongoing admin, not just the invoice. The safer question isn't "what's the platform capable of" but "what will we actually configure and maintain in year one" and pricing the difference between those two numbers before signing anything.
Audience conflation. Trying to serve employees, customers, and partners on one system looks efficient on paper: one contract, one admin team, one login system to maintain.
In practice, each audience typically needs different governance, different branding, different data separation, and different reporting logic. Employee compliance data usually needs to stay firmly internal and auditable against HR records. Customer-facing training usually needs to look like a product, not an internal tool, and often needs to tie back to renewal or adoption metrics rather than HR metrics. Partner education sits somewhere in between, with its own certification and access-control needs. Squeezing all three onto one platform "because it's efficient" tends to produce a system that does a mediocre job of governance for one audience while doing a mediocre job of branding for another — and an admin team that spends more time managing permission boundaries than they would have spent managing two simpler systems.
Starting from the problem, not the feature matrix
This is exactly the gap we built our ATS and HRIS comparison tools to close — and it's why the same structured, requirements-first approach is at the heart of the LMS selection product we're building now. Instead of starting from a generic feature matrix, it starts from your actual use case and works outward: compliance, onboarding, skills and mobility, or customer and partner education, each treated as what it is — a distinct buying decision with its own shortlist, not a variation on the same spreadsheet.
If you're a buyer who's tired of vendor demos that don't map to your problem — or a vendor who's tired of being shortlisted for the wrong reasons — we'd love to hear from you as we build it out.