DeepSmith

Sep 26 · Content Strategy

16 min read

How to Turn Competitive Research Into Real Differentiation

Avinash Saurabh
Avinash Saurabh · CO-Founder & CEO
A grid of gray rounded cards with one card outlined in white and pulled apart from the rest, under the cover line Stand Out, Don't Copy.

When you have finished looking at what your rivals publish and promise, the way to differentiate from competitors is to treat what you found as information about the market, meet the standards buyers already expect, and then pick one important customer need that you can serve in a way you can actually back up. You copy the necessary baseline, and you leave the rival's angle, claims, and publishing calendar alone. This article is about that step, the one that comes after the research is done, so it assumes you already have a pile of findings and are wondering what to do with them.

What copying and differentiating actually mean

Copying means you take a finding and turn it into an instruction. A rival ranks for a topic, so you write the same article. A rival promises fast setup, so you promise fast setup too. It feels safe because someone else already tested the idea, but the finding only told you what a competitor did. It didn't tell you what your company should do.

Differentiating means you use the same finding to make a choice. You look at what buyers are weighing, decide which need you are best placed to serve, and say something about it that the other options don't. Using competitive research to differentiate is really about sorting your findings into what you have to match and what you get to decide.

A few terms help here, because they get mixed up a lot.

  • A competitive finding is something you have already observed, like a rival emphasizing enterprise controls or winning citations for one particular page. It's an input, and it isn't a recommendation yet.
  • A parity requirement is something buyers reasonably expect from every credible option, such as clear pricing terms or an accurate answer to a basic question. You have to meet it, but meeting it isn't a difference.
  • A content gap is a question, topic, or stage that existing material doesn't serve well. An empty slot on your own site isn't automatically something buyers want, and a competitor having a bigger page doesn't mean its page is better.
  • A differentiated position is a meaningful difference from the alternatives your buyer is actually considering, tied to an outcome that buyer cares about. April Dunford's positioning quickstart breaks this into competitive alternatives, the capabilities you have that they don't, the value those capabilities create, the customers who care most, and the market frame that makes the value easy to see. A feature that leads to nothing the buyer values isn't a useful difference.

It also helps to keep positioning and messaging apart. Positioning is the decision about where and for whom a real difference matters, and messaging is how you say it. A new slogan can't make up for a product claim you can't support, so if the difference isn't real, rewording it won't help.

Why a competitor's success is a clue, not an instruction

When a rival's page gets traffic or citations, it tells you that buyers care about the question. That's useful, but to stand out from competitors you need more than a list of the questions they answer, because it doesn't tell you that you should publish the same article, promise the same benefit, or go after the same customers. Their audience might be a large company with a team of specialists, and yours might be a founder running acquisition alone, and those two readers need different answers even to the same question.

There's also a habit worth breaking, which is assuming the alternative is always another vendor. Dunford's product positioning exercise starts from what a customer would do if your offering didn't exist, and very often the answer is a spreadsheet, a manual process, or just carrying on as they are. If you only respond to a named rival's claims, you can miss the decision your buyer is really making.

The same idea applies to how you look at what competitors write. Studying their pages can show you which questions matter and how thoroughly they are answered. It works best as a way to learn what you have to cover and where buyers are still poorly served, which is why a solid content gap analysis is a good input but never the finished plan. If you are still working out why a particular rival is getting picked up by AI answers, there's a walkthrough on how to reverse-engineer a competitor's citations, and that also gives you findings to sort, not orders to follow.

Michael Porter made a related point in his 1996 essay on strategy. Doing comparable things a bit better, like tidier formatting or a faster publishing schedule, improves how you execute, but it isn't the same as holding a distinct position built on choices and trade-offs. Good execution matters, and you shouldn't skip it. It just isn't what makes a buyer pick you over someone else.

Which findings deserve action

Most founders have more findings than they can act on, so the useful question is which ones are worth your time. Here is a decision lens you can run each finding through. It's an editorial way of thinking and not a validated scoring model, so don't treat the answers as numbers to add up.

  1. Does it concern a real buyer decision? Name the question, the problem, the buying stage, and the segment. A rival publishing often isn't enough. A repeated obstacle that keeps buyers from evaluating or using a solution is a much better sign.
  2. Is that competitor the relevant alternative? Compare against what your target buyer might really choose, including doing nothing, using a workaround, or hiring a different kind of service. A loud competitor who isn't in your buyer's shortlist shouldn't set your message.
  3. What must we match, and what can we choose? Meet reasonable expectations for accuracy, clarity, and completeness. Then decide separately whether the unmet need calls for a different audience, trade-off, viewpoint, or level of practical detail. Don't create a difference by leaving out things buyers need to know.
  4. Can we back up our version? Point to the actual capability, documented practice, customer-approved example, or expertise behind it. If the gap needs a capability you don't have, that's a product or service question, and a stronger adjective won't fix it.
  5. Is the difference meaningful for this buyer? Say what outcome it leads to and why this audience would care. Words like "more comprehensive" or "AI-powered" don't answer that. A better test is what the reader would understand or decide after reading your piece that they couldn't before.
  6. Does it fit our constraints? A small SaaS team doesn't have to answer every competitor page. Picking one important decision you are qualified to explain is better than a long backlog of lookalike posts. If you need help with that trade-off, this framework for deciding what to write next is written for lean teams.

The overall test is whether the difference helps the person you are writing for make a better decision. Being different on its own isn't the point.

Once you've run a finding through the lens, it usually lands in one of a few places.

Finding you already haveA sensible responseThe mistake to avoid
A rival answers a basic question your buyers also askGive a clear, accurate baseline answer and add a firsthand implication if you have oneTreating a necessary baseline as your unique selling point
A rival overlooks a question that matters to your best-fit segmentAnswer it for that segment, with evidence and a clear scopeCalling it an opportunity only because the rival has no page on it
A rival owns a claim you can support in a different wayExplain the trade-off, use case, or outcome your approach servesRewriting their structure and swapping in your brand name
A rival promises something your product can't doSay so honestly, and decide whether product work or a narrower audience makes sensePublishing a misleading comparison or claiming feature parity
A rival publishes a lot on a side topicSet it aside unless it connects to a real buyer needAdopting their content calendar as your strategy
A rival's answer is already strong and you have nothing material to addLink to your more relevant existing work, wait until you have evidence, or skip the articleMaking up a disagreement to seem different

The last row is worth pausing on. Sometimes the right answer to a finding is to do nothing with it, and that's a perfectly good outcome of competitive research to differentiation work. Skipping a topic where you can't add anything saves you from adding one more page that says what everyone else says.

What differentiation can look like without imitation

Once you know which findings are worth acting on, there are several honest ways to say something different. None of them require an exclusive feature.

A different buyer. You can write for the founder who is handling acquisition personally, rather than for a department with specialists, as long as you truly serve that founder. The difference has to change the actual advice, like the limits on their time or budget, and not only the job title in the headline. If your buyer profiles are vague, it's worth checking them against these common buyer persona mistakes first.

A different job or stage. Where rivals write broad awareness pieces, you might answer the consideration-stage question of what changes when a team actually tries to put an approach into practice. That only helps if your audience really faces that decision.

A different trade-off. You can say where your approach fits and where someone else's may fit better. A narrower, more candid recommendation is often more believable than claiming to be the best choice for everyone.

Different evidence. You can bring in verifiable product behavior, a documented internal process, a customer-approved example with the context it needs, an interview, or a small analysis you describe openly. Customer-specific results need permission and correct attribution, and you should never make up original information so an article looks unique. There's more on this in a piece about using proprietary data and original research.

A different interpretation. You can push back on a common recommendation when you can explain its limits and support a more useful conclusion, and there's a guide on how to add original insight to a draft if that's where you want to start. Taking the opposite position just to be contrary isn't expertise.

A different kind of usefulness. A precise example, a clear decision boundary, or an explanation of when something fails can add more than another general overview. A longer article, extra headings, or decorative graphics don't add value by themselves.

Google's guidance on people-first content asks similar questions, such as whether a page offers original information or analysis, goes beyond the obvious, and adds substantial value compared with other results. Those are handy checks for your own drafts, but they aren't a promise of ranking or citation.

A few real examples, and one made-up one

A few documented examples show how this works in practice, and they should be read as illustrations only. In a 2021 first-person account for TechCrunch, an ActiveCampaign founder describes listening to customers rather than assuming competitors had already solved their problems, and says the company chose not to charge for migration when its rivals did. That's a case of taking a common industry practice and turning it into a different customer experience. It doesn't tell us anything about traffic or revenue from a particular article, so don't read it as a performance result.

Dunford describes positioning a CRM around investment banks instead of competing head to head with Siebel in the broad enterprise CRM category. The lesson is to lead with a real capability for an audience that values it, and not to borrow a large leader's category claim.

Here is a hypothetical example, made up to show the thinking. Imagine that a competitor review shows that large rivals all publish general guides to automating content production. A small SaaS provider that can accurately describe its own review controls could copy them and write another broad "automate your content" article full of quality claims it can't prove. Or it could write for founders and explain which statements need a founder's sign-off, what the workflow can and can't check, and when a fully hands-off process is a bad idea. The second article answers the same shared question, but it adds something a founder can use. None of this describes a real vendor or a real customer outcome.

Where a difference stops being useful

A few guardrails keep the whole exercise honest.

Copying a competitor's topic isn't always copying its answer. Buyers often need a complete answer to the same common question from several providers, so writing about the same subject is fine when your contribution is real and not just an added introductory paragraph. If a rival's strength points to something buyers expect, treat it as a standard to meet and not a gap to exploit, because "be different" isn't permission to leave out essential information.

A competitor's apparent weakness can also just reflect a different audience. A niche that is valuable for them may mean nothing to you, and if you want to pick your own, this piece on how to own a niche with topic clusters is a good next read. And a content angle can't create a product capability, so keep editorial improvements separate from product, service, pricing, and positioning decisions. You can differentiate through service, implementation, or the buying experience, as long as you describe only practices you can verify.

Proprietary information is useful when it's lawful to share, explained clearly, relevant, and accurate. Confidential customer conversations shouldn't turn into identifiable public stories without permission. And treat other companies' examples as examples. They show a route somebody took, and they don't prove the same tactic will work for you.

There's a search angle too. Google says AI Overviews and AI Mode can pull from several related searches across subtopics and sources, and that the links shown can vary. It also says its guidance on generative AI content allows AI to help with research and structure, but that producing many pages without adding value may fall under its scaled content abuse policy. The issue is a lack of value, and using AI is not the problem. An article whose only brief is "write what the top competitor wrote" repeats an answer that already exists. There's also some research pointing to a sameness risk, though it should be read carefully. A published study of 36 participants found more similar ideas at the group level when people used ChatGPT for ideation, but not at the individual level, and it looked at creative ideation and not at SaaS rankings or conversions. HubSpot's piece on why AI content sounds like everyone else's offers practitioner advice on the same worry, and it's advice and not proof.

How to tell whether your difference is working

Because there's no reliable universal threshold for how many competitor pages, citations, interviews, or conversions make a position "differentiated," the better approach is to compare what you see with the decision the content was meant to support.

  • Understanding. Can your target buyers restate the difference accurately, or do they still describe your company in a rival's terms? Customer calls and sales objections often show this quickly.
  • Qualified response. Are the right visitors asking better-fit questions, moving to a sensible next step, or mentioning the article in a buying conversation? Raw visits don't tell you much about differentiated demand.
  • Search visibility. Track the queries and pages that matter to you, and don't assume that publishing more often means you are making progress. Where you measure AI mentions and citations, remember they describe visibility, and they don't prove buyer preference. If you want a simple way to watch how you compare, share of voice is a reasonable metric to start with.
  • Truthfulness over time. Has a product change made your claim out of date? Has your buyer's real alternative changed? When that happens, revise the claim, and don't only adjust the keywords.

Putting it together

The habit that helps most is asking one question about every finding before you act on it, which is whether a real difference here would help your intended buyer decide better. If you can answer yes and you can back up your version, you have a real way to differentiate from competitors and something worth writing, and it will help you stand out from competitors in a way a copied angle can't. If you can't, the finding is either a standard to meet or a topic to leave alone.

Finding a gap and grounding your content in a defensible point of view are two separate jobs. DeepSmith's Content Map shows coverage gaps and untapped topics, and Deep IQ keeps your positioning, personas, and brand rules as context so what you write stays in your own perspective. Neither one decides for you whether a gap is worth filling, which is still your call. If you want to see how that works with your own site, you can start a free trial and look at your coverage next to your competitors'.

Frequently asked questions

Can we write about the same topic as a competitor?

Yes, if buyers need that answer and your article adds its own accurate, useful contribution. A shared topic doesn't mean you have to copy a competitor's claim or outline.

What if the competitor already has the best article?

Meet the basic buyer need only if you can add something for your audience. Otherwise, improve a more relevant page you already have, or set the topic aside for now.

Does differentiation require a unique product feature?

No. A valued difference can come from the audience you serve, the trade-off you make, your service, your implementation, or your evidence. It still has to be real and matter to the buyer.

Will a distinctive point of view make AI search cite us?

There's no guarantee. Google encourages useful, original content and says its AI features can draw on varied sources, but citation and ranking stay variable, so a point of view is worth having mainly because it makes the page more useful to the reader.