Business Software Adoption Strategy (2): The Trap of Competitor Case Studies — Smarter Benchmarking with AI

There’s a request that appears without fail in every software proposal process: “Please provide case studies of domestic competitors who have adopted your solution.” It sounds reasonable — but it really isn’t. Let’s look at the traps hiding inside this request.

“Our Competitor Uses It, So It Must Be Proven” — The Flaw in This Logic

When a competitor chose a particular software, that decision was made to solve their specific problem — not because it’s the most universally superior solution in the world. Their organizational structure, data environment, internal capabilities, budget, and relationship with the vendor at the time are all baked into that choice.

Without that context, deciding “Company A uses it, so we should too” often results in one outcome: spending on license fees while your organization’s actual problem remains unsolved.

The Reality of Competitor Information Vendors Can Actually Provide

Here’s what I observed firsthand in sales. A responsible software company does not use a customer’s internal information in external sales without that customer’s consent. The level of detail that can actually be submitted in a document is something like: “Company A, adopted in 2022, for marketing automation purposes.” Anything beyond that — even if shared verbally — is nothing more than subjective inference.

Even if a competitor’s revenue increased after adopting certain software, there’s no way to know whether it was the software — or a combination of organizational restructuring, target adjustments, change management training, and shifting market conditions.

How to Benchmark More Smartly with AI in 2025

In 2025, there are better ways to understand competitors’ software landscapes. Instead of asking vendors for documentation, use these approaches:

• G2 and Capterra reviews: Check real user reviews to understand industry usage patterns and the pros and cons as reported by actual users
• LinkedIn public information: Infer tech stacks from competitors’ job postings and tool mentions in their team profiles
• AI research tools: Use Perplexity or ChatGPT for initial research on industry trends and adoption cases
• Analyst reports: Check validated market assessments via Gartner Magic Quadrant and Forrester Wave

The True Meaning of Know Your Enemy (知彼)

The purpose of understanding competitor cases isn’t to copy them — it’s to find your own differentiation. Using the same tools as your competitors puts you on the same starting line. Using better tools and using them better is how you get ahead. Know Your Enemy means understanding your competitors, while keeping your selection criteria grounded in your own problems — not theirs.