AI Assistants Repeat the Same Software Complaints

We ran a small July 2026 research sample across 50 well known software companies. For each brand, we asked three buyer-style questions through DeepSeek V4 Flash on OpenRouter: whether a buyer should choose it, what alternatives exist, and what complaints or limitations come up.

This is not a final market ranking. It is a directional look at how an AI assistant talks when a buyer asks practical questions. That makes it useful for GEO because these phrases are often the exact doubts a brand needs to answer in public.

The repeated complaints were rarely exotic. The model came back again and again to price creep, a steep learning curve, limited free plans, migration pain, weak customization, and support quality changing by tier.

That is useful because boring objections are usually the ones buyers search for. They ask whether HubSpot gets expensive, whether Salesforce is hard to implement, whether Notion works offline, or whether LastPass still carries trust issues. AI assistants do not need a dramatic story to repeat a concern. They need a concern that appears often and sounds plausible.

• HubSpot was repeatedly tied to cost as companies add contacts, users, and advanced features.
• Salesforce was described as powerful, but complex to implement and expensive to run well.
• Canva picked up complaints around brand consistency, export limits, and paid features.
• monday.com and Asana both attracted comments around complexity once workflows become more advanced.
• Railway was framed as easy for developers, but less mature than older infrastructure platforms.

Most brands write pages that sell the happy path. AI answers often mention the friction path. If your public content avoids the real objections, you leave those objections to review sites, competitors, forums, and older articles.

A useful GEO content plan should include pages that answer the uncomfortable questions in plain language: pricing at scale, migration work, setup time, plan limits, support tiers, and who should not buy. That content can rank in search, but it also gives assistants cleaner source material when they describe your brand.

1. Write one honest limitations page for each important product category.
2. Turn repeated objections into FAQ sections and comparison pages.
3. Use the same wording buyers use, not internal product language.
4. Update old pricing and migration pages before competitors define the story for you.