A competitor comparison table built from public information only lists what each rival actually says on its own pages, with the date and link, and marks everything you can’t confirm as unknown instead of guessing.
Competitor research can fail in one of two ways. Either it stays vague (“they seem more premium”) or it fills gaps with assumptions that quietly harden into facts. A chatbot makes the second problem worse, because it can describe a competitor’s pricing or customers from nowhere. The fix is a small, honest table where every cell traces back to something you saw.
This guide shows how to pick competitors, decide what to compare, collect public statements, use AI to organize them without inventing anything, and read the table for opportunities. The example businesses are invented. Respect each site’s terms and local rules when you collect information, and treat this as general business information, not legal advice.
Contents
What the SBA Suggests Looking At
The U.S. Small Business Administration’s guide to market research and competitive analysis suggests examining competitors’ market share, their strengths and weaknesses, and your window of opportunity to enter the market, plus how important your target market is to them. It also frames customer research around demand and market size.
Public information won’t tell you market share or internal numbers. It can tell you what competitors claim, offer, and emphasize, which is enough to find gaps you can act on.
Three Ways to Study Competitors
- Based on: Go by impressions – Memory and hunches; Ask AI about competitors – Whatever the model produces; Build a sourced table – Your own saved quotes.
- Accuracy: Go by impressions – Unreliable; Ask AI about competitors – Can be invented; Build a sourced table – Traceable.
- Easy to update: Go by impressions – No; Ask AI about competitors – No; Build a sourced table – Yes.
- Good for decisions: Go by impressions – Weak; Ask AI about competitors – Risky; Build a sourced table – Reasonable.
A sourced table takes more effort at first and holds up when someone asks “how do you know?”
Choose Competitors, Rows, and Sources
Step One: Choose Three to Five Competitors
Include a mix:
- Direct competitors who sell something very similar to the same people
- Indirect competitors who solve the same problem differently
- One local or small player and one larger one, if relevant
In my view, more than five makes the table hard to read. If you’re unsure whom to include, ask a few customers what else they considered.
Step Two: Decide What to Compare
Pick rows that matter for your decision. Common ones:
| Row | What to record |
|---|---|
| Who they say they serve | Their own words |
| Main offer | What they sell, as described |
| Pricing approach | Listed prices, ranges, or “not listed” |
| Key promises | Claims they make prominently |
| Proof they show | Testimonials, certifications, guarantees mentioned |
| How customers buy or contact | Online, in person, quote form |
| Policies | Shipping, returns, support hours |
| What they don’t mention | Gaps worth noting |
Don’t include rows you can’t fill from public pages, such as revenue or customer counts. If a row would require a guess, leave it out.
Step Three: Collect Exact Wording and Dates
For each competitor, open their public pages and copy the relevant sentences exactly. For each cell, store:
- The quote or fact, as written
- The page address
- The date you saw it
Pages change, so the date matters. Take notes by hand or copy and paste text into a document. Use normal browsing of public pages, and follow each site’s terms of use. Don’t use fake accounts, don’t contact competitors pretending to be a customer if that would be deceptive, and don’t try to access anything that isn’t public. Automated scraping may violate a site’s terms, so check before using such tools.
Let AI Organize, Not Explore
Step Four: Let AI Organize, Not Explore
Give AI only the quotes you collected. Here’s a prompt:
Below are quotes I copied from competitors' public web pages, each with the page and the date. Please organize them into a comparison table.
[paste quotes labeled by competitor, row, source, and date]
Rows: who they serve, main offer, pricing approach, key promises, proof shown, how customers buy, policies.
Please:
1. Build a table with one column per competitor and one row per item above. Use only my quotes. Keep the quote wording, shortened only if necessary, and put the source and date in brackets.
2. If I gave nothing for a cell, write "NOT STATED."
3. After the table, list differences you can see directly from the quotes. Mark each one with the quote it's based on.
4. List questions I could answer with more research, such as things the table can't show.
Rules:
- Use only the text I provided.
- Do not infer prices, customer numbers, quality, or strategy.
- Do not describe any competitor as better or worse.
- Do not add information from your general knowledge about these companies.Treat this prompt as my suggestion: it is not taken from any official guide.
The “do not add information from your general knowledge” rule is what keeps the table honest. A model may recall old or incorrect facts about a company, and they’d look identical to the real ones in the final table.
A Worked Example With Invented Businesses
Imagine you run an invented bakery, “Corner Crumb,” and you’re comparing two local rivals, “North Oven” and “Sunrise Loaf” (both fictional). From their public pages you collected:
| North Oven | Sunrise Loaf | |
|---|---|---|
| Who they serve | “Families who want fresh bread daily” [home page, date] | “Busy professionals” [about page, date] |
| Main offer | “Daily loaves and pastries” [menu page] | “Preorder boxes for pickup” [menu page] |
| Pricing approach | NOT STATED | Prices listed per box [menu page] |
| Key promises | “Baked every morning” [home page] | “Ready when you are” [home page] |
| How customers buy | Walk-in only | Online preorder |
| Policies | NOT STATED | Pickup window listed [FAQ] |
From this, the AI might note differences that come straight from the quotes: North Oven emphasizes daily freshness and walk-in purchase; Sunrise Loaf emphasizes preorder convenience. It would also list the unknowns: North Oven’s pricing and policies weren’t found, so you might check their shop or ask customers.
A possible gap you notice: neither mentions a subscription or a gluten-free option on the pages you saw. That isn’t a conclusion about demand. It’s a lead, and our guide to primary vs secondary market research shows how to test it by asking real customers. All the businesses and quotes here are invented.
Read the Table Carefully
When you look at the finished table, ask:
- What do most competitors say? That may be the baseline customers expect.
- What does only one say? That may be their distinctive angle.
- What does nobody mention? Gaps are possibilities, not proven opportunities.
- Where are the NOT STATED cells? They show where you need more research, or where competitors aren’t transparent.
Avoid concluding that a gap means demand. Check with customers before building anything around it.
Prompt AI for Questions, Not Answers
Once the table exists, AI can help you think about what to check next, as long as it stays inside the table. Try this follow-up:
Here is my competitor comparison table, built only from quotes I collected.
[paste the table]
Please list 8 questions I could research next to fill the NOT STATED cells or test the gaps I noticed. For each question, say whether it is best answered by looking at public information or by asking my own customers.
Rules:
- Base each question only on what is in the table.
- Do not state any facts about the competitors that are not in the table.
- Do not recommend a strategy.The output is a to-do list, not a verdict. You choose which questions are worth your time.
Share It, and Keep It Fresh
Share It Without Overselling It
If you show the table to a partner, an advisor, or a lender, say how it was built: from public pages, on specific dates, with unknowns marked. In my view, that honesty makes the table more credible, not less. It also protects you from presenting a gap in public information as if it were a fact about the competitor.
Keep It Fresh
Competitors change prices and wording. Set a reminder to revisit each page every few months, update the quote and date, and note what changed. A simple “changes” column helps you see movement over time.
Competitor Comparison Table From Public Info: Mistakes to Avoid
- Don’t present guesses as facts. If you can’t source it, mark it unknown.
- Don’t copy competitors’ content. Use the table to understand them, not to imitate their text.
- Don’t make claims about competitors in your own marketing unless you can support them and follow advertising rules in your area.
- Don’t use deceptive methods to get information.
Questions About Competitor Comparison Table From Public Info
What is a competitor comparison table? It’s a table that lists several competitors side by side across the same rows, such as audience, offer, pricing approach, and policies, based on public information.
How do I keep a competitor comparison table accurate over time? Save the page address and date with every quote, and revisit each page every few months to update the entry and note what changed.
Can AI build a competitor comparison table? It can organize quotes you give it. It shouldn’t research competitors from its own knowledge, because it may state outdated or invented details.
Where does the information come from? From competitors’ public pages, such as their websites, menus, FAQs, and policies, copied with the page address and date.
Is it okay to use web scraping tools? That depends on each site’s terms of use and local rules. Manual collection of public pages is the simplest approach, and you should check terms before automating anything.
How many competitors should I include? In my view, three to five is enough to see patterns without overwhelming the table.
What if a competitor doesn’t list prices? Write “NOT STATED” and leave it. Don’t estimate from impressions.
Can I use the table in my marketing? Use it for internal understanding. If you make comparative claims publicly, verify them and check advertising rules where you operate.
Build Your First Two Columns Today
Pick two competitors, open their public pages, and copy five exact statements from each, with links and dates. Paste them into the prompt and read the result. A competitor comparison table made from sourced quotes gives you something better than hunches: a clear view of what rivals say, what they leave out, and what to check next.
This article offers general business information, not legal advice. Terms of use and advertising rules vary by site and location. The example businesses and quotes are fictional.
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