Tinova Agency

Home>Blogs>The LLM Test: Why Your Startup’s Messaging Blends Into the Crowd (and How to Fix It)

The LLM Test: Why Your Startup's Messaging Blends Into the Crowd (and How to Fix It)

Tinova blogs breaks down the new loop playbook

Written by:

Tinova

Updated : September 4, 2026

Why do we sound like our competitors? “Seamless” and “AI-powered” are camouflage that make every startup sound the same to buyers and AI search alike.

How Do You Know If Your Startup's Messaging Sounds Generic?

Swap your logo for a competitor’s on your homepage. Would anyone notice?

If the answer is “probably not,” you have a positioning problem.

You have worked hard on the product, refined the copy, and explained the value. But clarity alone is not differentiation. Your competitors are clear too. They also say they are “the all-in-one platform for modern teams” or that they “empower businesses with AI-driven insights.”

That is the sea of sameness. Prospects nod along, then disappear. Sales take longer, and price becomes one of the few ways to compete.

So how do you know if your messaging sounds like everyone else?

How do I know if my messaging is too similar to competitors?

Run three tests on your homepage:

  • Cover your logo. Can someone tell who your product is for within five seconds?
  • Swap your logo. Would your headline still work for a competitor?
  • Run the LLM test. Remove your company and product names, then ask ChatGPT or Claude what makes the company different.

If your copy still works for a competitor, you have a sameness problem.

It matters in 2026. Wynter’s B2B Brand Differentiation research found 94% of B2B SaaS homepages are functionally interchangeable, while 86% of CMOs feel trapped in the “sea of sameness.”

The cost goes beyond branding. Research around the JOLT Effect suggests 40% to 60% of B2B purchases can end in “no decision” when buyers struggle to choose between options. Lenny’s Newsletter discussion of the JOLT Effect

The Hide-Your-Brand Test

Open your homepage and hide your logo and company name.

Now read the headline and first paragraph.

Can you tell:

  • Who is this for?
  • What problem does it solve?
  • Why does this buyer need it?

If the answer is “businesses that want to grow,” your message is too broad.

Your logo should reinforce your positioning, not explain it. A stranger should understand your focus from your words alone.

The Rival-Logo Swap Test

Take your headline, subheadline, value proposition, and feature descriptions.

Now put a competitor’s logo at the top.

Does the copy still work?

If yes, your message is describing the category, not your brand.

“We help teams collaborate more effectively” could describe Asana, ClickUp, Monday.com, and hundreds of other products.

It may be true. But true is not the same as distinctive.

PitchKitchen’s analysis of the “Invisible Incumbent” highlights another part of the problem: the status quo can be your biggest competitor. When every option sounds similar, staying with what the buyer already knows feels safer.

Your goal is to give buyers a reason to choose you. That is the foundation of product differentiation, a clear unique selling proposition, and strong positioning.

The AI Differentiation Test: Paste Your Copy In Without Your Name

This is where SEO, AEO, and GEO matter.

Remove your company name, product name, and logo. Then paste your homepage copy into ChatGPT or Claude and ask:

“What makes this company different from its competitors?”

If the answer is:

“This company values innovation and customer success.”

or gives you broad claims that could describe several competitors, your positioning is not specific enough.

The LLM is showing you what your copy is actually saying.

For AEO and GEO, your messaging needs to make it clear what you do, who you serve, and how you differ. For SEO, ranking is only part of the job. Your page also needs to give the right buyer a clear reason to choose you.

Where to Find the Language Only You Can Claim

This is where research comes in.

Tino’s research-first approach starts with listening to how people actually talk about their problems. He spends significant time in LinkedIn comment sections, treating them as conversations rather than just engagement.

The goal is simple: find the words your market actually uses, then look for the gap competitors are not claiming.

Look at:

  • What your ideal customers complain about
  • How they describe the problem
  • What they have already tried
  • What they dislike about current solutions
  • What matters when they choose a solution

Your strongest message may be the one that makes your ideal buyer say:

“That’s exactly our problem.”

What this means for your startup

Your messaging can be clear and still be forgettable.

Run the three tests:

Cover the logo.

Can people identify your buyer and problem?

Swap the competitor.

Would their logo work on your homepage?

Ask the LLM.

Can ChatGPT or Claude explain what makes you different without your brand name?

If the answers are weak, go back to the research before rewriting the homepage.

Find the problem, language, buyer, and point of view your competitors cannot easily claim.

That is where real differentiation starts.

Next step: Run the Cover-the-Logo Test, then compare the result with your one-sentence positioning. If both do not clearly identify the same buyer and problem, revisit your positioning before changing your website copy.

Why Blending In Costs More in 2026

Sameness is not just a branding problem. It can cost you deals and visibility.

When buyers cannot tell options apart, 40% to 60% of B2B purchases can end in “no decision.” Dunford’s JOLT Effect discussion

AI search adds another problem. When an LLM is asked for the best solution, it needs a specific answer it can understand and recommend. “We help teams streamline processes” gives it very little to work with. The RedLine Sound of Sameness report highlights this growing problem.

So you pay for sameness twice: lower conversion and weaker visibility.

Why "No Decision" Beats Every Competitor You're Tracking

When buyers cannot see a clear difference, choosing feels risky.

So they wait.

The JOLT Effect research found that 40% to 60% of B2B deals can end in “no decision.” The buyer does not choose a competitor. They choose to do nothing.

That is why your message needs to make the cost of staying with the current solution clear.

Meet Your Second Buyer: The AI Engine That Can't Cite Generic Copy

Your first buyer is a person. Your second is an AI engine.

If someone asks an LLM, “What is the best tool for managing remote developer onboarding?” a claim like “We help teams work better” gives it no specific reason to recommend you.

For SEO, AEO, and GEO, your messaging needs to clearly explain:

  • Who you serve
  • What problem you solve
  • What makes your approach different

Generic copy makes those answers harder for both buyers and AI systems to identify.

The "Invisible Incumbent" - the status quo you have to make expensive

Your biggest competitor may be the tool the buyer already uses, a spreadsheet, or a manual process.

PitchKitchen’s “Invisible Incumbent” analysis explains why the status quo can win when every alternative sounds similar.

You do not just need to show that your product is better. You need to show why staying with the current solution has a cost.

“We improve efficiency” is easy to ignore.

“You are losing 10 hours a week to manual data entry” gives the buyer a problem they can see.

The Point of Difference Only You Can Own

Stop copying category language and start listening to your customers.

A strong Unique Selling Proposition is not a claim every competitor would agree with. It is a position they could challenge.

This is where Tino’s research-first approach helps. She spends significant time in LinkedIn comment sections, treating them as conversations and listening to how people describe their problems.

That gives you the language competitors may be missing.

Call Out a Specific Buyer and a Specific Villain

Your customer is not “businesses.” It is a specific buyer with a specific problem.

The villain is not another company. It is the bottleneck, fear, frustration, or process holding that buyer back.

Instead of:

“We help freelancers manage finances.”

Try:

“End tax season dread. Know exactly what you owe, every day.”

It speaks to a specific buyer and a specific pain.

Use Words a Competitor Would Actually Argue With

If a competitor can read your message and say, “We do that too,” it is probably too safe.

Your positioning should make a clear choice.

For example:

“Software should work offline, on site.”

That is not just a feature. It is a point of view for builders working where connectivity is unreliable.

That is the foundation of product differentiation and strong positioning.

Kill the category-uniform phrases ("seamless," "end-to-end," "AI-powered")

These phrases are everywhere, which makes them weak differentiators.

Try a simple test: Ctrl+F your homepage and search for “seamless,” “end-to-end,” and “AI-powered.”

Then replace them with specific outcomes.

  • “Our software is seamless” → “Your team won’t need a manual.”
  • “We offer end-to-end solutions” → “We handle the data entry, reporting, and follow-up.”
  • “Our AI-powered platform” → “You’ll get a first draft in 30 seconds.”

If everyone can say it, it cannot do much to differentiate you.

When "similar" is survivable (honest counter-case)

Answer-first: Similarity is survivable when you are creating a new category with no established leader. First, buyers need to understand what the product is. Once the category exists, feature parity is fine, but message parity is not.

You can have the same features as competitors. Your message still needs a different point of view.

New category with no reference point - clarity first, difference second

If you invented the category, your first job is to educate the market.

You need to explain what the product is before explaining why you are different. Apple’s 2007 “phone with no keyboard” message worked because the product itself was new.

Once competitors enter the category, move from “what we are” to “what makes us different.”

The difference between parity features and parity message

You can both have dashboards, integrations, or reporting tools. Those are table stakes.

The difference is how you frame the value.

  • Competitor: “See all your data in one place.”
  • You: “Stop asking your analyst for a weekly report. Get the answer yourself in two clicks.”

Same feature. Different message. Different buyer pain.

That is the core of positioning: the space you occupy in the buyer’s mind.

The Differentiation Test (Score /10)

Answer-first: Score your messaging out of 10 using the three core tests and seven checks below.

Below 6: your message is blending into the category.

6 to 7: there is some differentiation, but it needs work.

8+: you have a clear point of view that is harder for competitors to copy.

The three tests plus seven checks

Part 1: The Three Tests (Score 1 point for each “Pass”)

#TestPass (1)Fail (0)
1Cover the Logo: A stranger reads your homepage and can name your specific buyer.  
2Competitor Swap: You paste a competitor’s logo on your page, and the headline makes no sense for them.  
3LLM Test: You ask an LLM “What makes this company different?” and it gives a specific answer, not generic praise.  

Part 2: The Seven Checks (Score 1 point for each “Yes”)

#CheckYes (1)No (0)
4Does your headline name a specific villain or problem your buyer fears?  
5Do you use a phrase on your homepage that a direct competitor would publicly disagree with?  
6Have you removed the phrases “seamless,” “end-to-end,” “all-in-one,” and “AI-powered” from your core value proposition?  
7Can you state the cost of your customer’s status quo in one specific, painful sentence?  
8Does your product demo or pitch use a customer’s own words, not your polished marketing copy?  
9Could you win a deal based on your message alone, even if the feature list was identical to a competitor’s?  
10Is your point of view “wrong” for some buyers? (If everyone agrees with it, it’s not a position.)  
Total Score/10

Scoring Below 6: What Blending In Is Costing You

A score below 6 points to a sea of sameness problem. Wynter’s B2B Brand Differentiation research found that 94% of B2B SaaS homepages are functionally interchangeable.

This is not just a copy problem. You cannot A/B test your way out of missing positioning.

Go back to the research. Listen to your customers. Find the specific buyer, pain, and language your competitors are not claiming.

Your LLM test is especially useful here. Remove your company name, product name, and logo, then ask:

“What makes this company different from its competitors?”

If the answer could describe five other companies, your message needs more specificity.

That is where a [Pre-Seed Readiness Audit] can help identify the gap between what you think you say and what your buyer actually hears.

FAQ

What Is the Hide-Your-Brand Test?

The cover-the-logo test checks whether your messaging stands on its own. Hide your logo and company name. If a stranger cannot tell who you serve and what problem you solve, your messaging is too generic.

Why Do We Sound Just Like Our Competitors?

You are likely using category language such as “seamless,” “end-to-end,” or “all-in-one.” These phrases describe what the category does, not what makes you different. Real differentiation comes from a specific point of view.

How do I differentiate my B2B startup?

Start with a specific buyer, specific problem, and specific point of view. Use the words your customers actually use. Your message should make a competitor say, “We don’t do it that way.” If every competitor agrees with it, it is not strong positioning.

Further reading

  • Why Isn’t My Startup Growing? A Root-Cause Map for the Problem Behind the Problem
  • You Don’t Have a Lead Problem – You Have a Positioning Problem: A 5-Minute Founder Diagnostic
  • The One-Sentence Positioning Test for Startups
  • Leads vs. Positioning for Startup Growth
  • How to Position Your Startup to Investors: Find Your HXC First

Tino Aliye is the founder of Tinova, a company that helps pre-seed and seed startups find their strategic throughline. She has completed more than 200+ audit and gap-analysis engagements.

She built Tinova after watching founders hire specialists piecemeal and still end up with a fragmented story. Her work focuses on the upstream decisions that produce coherent brands and investor-ready positioning.

Disclosure: Tinova sells audits and strategic services. This article is practical diagnostic information. The commercial relationship is transparent: if you want help fixing a fragmentation problem, Tinova provides that service.

Topics:

Don’t forget to share this post!

Join Our Newsletter

Scroll to Top