Five tools, months of work, and still no answer to the basic question.

A global beverages company arrived at this problem with every tool available. Flexera, NextThink, ServiceNow, Coupa, and an enterprise architecture platform on top. Their official application count stood at 950. Their IT Applications lead suspected the real number was closer to 4,000. Suite disaggregation alone, breaking Microsoft 365 or SAP into their constituent products, multiplies the count fast. The catalogue reflects what someone entered into a system. The estate reflects what is actually running.

But the gap in the numbers was not the thing that mattered.

The question nobody could answer.

After months of consolidation work, after contractor hours, after five enterprise tools logging every licence and entitlement across the estate, the IT Applications lead put the real problem plainly:

"What we don't have is the expertise to go: that application does that, this application does that, they both do the same thing. Why are you using one or the other?"

Five tools. Months of contractor time. Still no answer to the most basic question in software governance. This is not a data problem. They had more data than most organisations ever accumulate. It is an intelligence problem. Knowing what each product actually does, at feature level, and whether the tool three rows down in the spreadsheet already covers it.

What the catalogue is missing.

SAM tools are built for discovery. They find everything on the network, track entitlements, and log licence counts. That is genuinely useful work. But a SAM platform will not tell you that the diagramming capability in Lucidchart overlaps significantly with what your teams are already doing in Miro. It will not flag that the security scanning module bundled into one vendor's suite duplicates a standalone tool your security team purchased two years ago.

Category labels help to a point. "Project management" and "collaboration" give you a rough grouping. They do not tell you whether two products share 80% of the capabilities that matter to your users or only 20%. They will not tell you whether a team acquired post-acquisition still needs the tool they brought with them, now that the parent organisation has a better-positioned alternative sitting in the US estate.

Generic AI does not fill this gap either. Hallucination rates between 15 and 30% make it unsuitable for procurement decisions with six-figure consequences. More critically, it has no context of what you already own. A general-purpose model cannot evaluate a renewal against your specific estate, because it has never seen your estate.

The contractor fix and why it fails.

The default response is to hire someone to work through it manually. A specialist contractor, a programme of structured interviews with application owners, a six-month project to build the capability matrix that SAM tools cannot produce.

Two problems. First, time. Software decisions do not wait six months. Renewals land. Requests come in from business units. Teams buy tools outside the review window because no review window exists yet. Second, the output ages the moment it is delivered. A new acquisition adds forty tools. Three vendors update their feature sets. The contractor's catalogue captures a moment, not an ongoing state.

Manual catalogue work does not stop the problem. It documents it, slowly, until something else breaks.

More data isn't the answer.

What resolves the IT Applications lead's question is not more data. It is feature-level intelligence applied in the context of what you actually own. Knowing not just that a product exists in the estate, but what it does at capability level, what it overlaps with, and what a well-reasoned decision looks like before the renewal window closes.

This is how Samplify works in practice. A question comes in. The answer comes back in minutes, sourced, with a clear decision verb. At Cisco, that capability translated to $2-3M per month in prevented spend and 330 hours saved every month. At Dell, 92% of $120M in software spend was evaluated without the manual groundwork that evaluation previously required.

The catalogue is where governance starts. The decision is what governance is actually for. If your IT Applications team is still stuck on the question that five tools and months of contractor time could not answer, the 30-day PoV requires no integrations and no upload. You share what you have. Samplify normalises it. The answers start coming in minutes.