switched vendors
69% of software buyers chose a different vendor than they planned because an AI chatbot recommended it.
AI recommendations // on autopilot
supereo is an AI agent that finds the questions where AI skips you, does everything it takes to get you named there, on your site and off it, and checks whether AI recommends you more.
Free · about 2 minutes · no card
Where should we begin?
Get recommended by
switched vendors
69% of software buyers chose a different vendor than they planned because an AI chatbot recommended it.
start in AI
51% of buyers now start their research in an AI chatbot more often than in Google.
Source: G2, The Answer Economy, a survey of 1,076 B2B software buyers, March 2026.
free audit // about 2 minutes // no card
Enter your site. supereo works out what you sell and who buys it, writes the 20 questions those buyers ask, and puts them to five AI engines. The answers land on the page as they come in.
AI recommended you in 17 of 100 answers.
01 // track
Your buyers ask AI before they ever land on your site. Here's what you finally get to see.
where you show up
supereo asks your buyers' questions on six AI engines, three times a week. You see which ones name you, how often they do, and who gets picked when it isn't you.
42 of every 100 answers recommend you
Rough · ±9| Your buyers' questions | Recommended | Picked instead |
|---|---|---|
| best transactional email API for a startup | 9 of 12 | · |
| email API with a generous free tier | 7 of 12 | · |
| send password reset emails from Next.js | 4 of 12 | rivalry.io |
| cheapest email API at high volume | 1 of 12 | rivalry.io |
| email API with EU data hosting | 0 of 12 | rivalry.io |
what AI says
Every answer is saved with the exact line that mentions you. When an engine gets your price or features wrong, supereo flags it against your own pages and fixes the source.
"For most startups I'd go with Your brand. It has a free tier, clear pricing and SDKs for every major language."
"Your brand's Pro plan costs $35 a month."
Your /pricing page says $20 a month. supereo flags it and fixes the page Perplexity read.
"For EU hosting, rivalry.io is the safest pick: its servers and support both sit in Frankfurt."
Claude · "email API with EU data hosting"
traffic from AI
Connect Cloudflare or Vercel and you see which AIs read which pages, and how many people they send you. Every AI read is verified twice, because most bots claiming to be ChatGPT aren't.
212 people sent by AI this week
up from 120 eight weeks ago| Pages AI sends people to | People |
|---|---|
| /pricing | 412 |
| /docs/quickstart | 286 |
| /blog/choosing-an-email-api | 173 |
what supereo does
02 // builds
Ask AI how you compare to a rival, or what the best tool in your space is, and it quotes whoever wrote that page. If your competitor wrote it and you didn't, AI names them. supereo writes those pages for you, aimed at the questions where AI skips you.
03 // fixes
AI already reads your pricing page and your docs. If they bury the answer or show last year's price, that's what it tells your buyers. supereo rewrites them: the answer goes up top, wrong prices and features get fixed, and AI bots you were blocking get let in.
04 // gets you listed
When AI recommends a tool, it's often repeating somebody's list: a roundup, a review site, a directory. supereo finds the lists AI cites for your buyers' questions and gets you onto them, biggest audience first.
05 // how it works
supereo works on one thing: getting AI to recommend you more often. Every week it plans the work, makes the updates on your site, checks that each AI read them, and tells you what moved. You set the limits once.
S4This is the very beginning of the #supereo channel.
Connected to Cloudflare, and I've read your audit. Here's your plan, in two lanes.
I'll ship: let ClaudeBot read /docs, put the price up top on /pricing, and a startup guide.
Yours: submit the site to Brave, where Claude searches, and send the pitch I drafted for the roundup that keeps naming your rivals. Two minutes each.
Plan for this week.
How often AI recommends you: ChatGPT recommends you in 2 of 16 answers to your buyers' questions.
Visitors confirmed from AI: counting starts today, now that Cloudflare is connected. Your first number comes in Friday's recap.
The biggest gap is "best email API for startups": AI cites three pages there and none of them are yours.
/docs. It's blocked right now./pricing.Reply here to change the plan.
Shipped: ClaudeBot can read /docs now. Pull request #41 merged after your checks passed.
Shipped: /pricing answers the cost question up top. Pull request #42.
GPTBot and ClaudeBot both read the new /pricing. ChatGPT also fetched it twice for people asking about pricing right then.
@supereo our Enterprise plan is $2,000 a month now
Saved to your brand facts. Every change uses it from now on.
Shipped: /guides/email-api-for-startups. Pull request #43.
Week one recap.
How often AI recommends you: ChatGPT recommended you in 5 of 16 answers this week, up from 2.
Visitors confirmed from AI: 14 this week. That counts only the visits we can prove came from an AI app, so the real number is higher.
3 changes shipped, all read by AI. It's early, so treat both numbers as a signal, not a result. Each change gets its verdict in 14 to 60 days, as soon as it's clear.
Verdict on the /pricing change: Worked. AI recommends you in 17 more of every 100 answers to the questions it aims at, on every engine, and the rest of your panel stayed flat.
06 // proof
AI gives a different answer almost every time you ask, and anyone can pick questions that make a dashboard look good. So every number shows how many answers it's based on, a likely range, and which app or API it came from. The method is public.
Verdict: Worked And when a change doesn't move anything, the verdict says so.
"What's the best email API for a startup?" · ChatGPT app · Oct 13, 09:12
Read the method · ChatGPT and Gemini: the consumer apps. Google AI Mode and AI Overviews: live results. Perplexity and Claude: the API, labeled on every number.
07 // mcp
Run the same loop from Claude, Cursor or Codex. Your agent gets every tool supereo's own agent uses: your buyers' questions, every answer, the pages AI cites, your brand facts. Every verdict still comes from supereo.
Which buyer questions is ChatGPT skipping us on, and which page should we fix first?
supereo · get_visibility(site: "yourbrand.com")0.9s
ChatGPT: 9 of 20 questions skip you
biggest gap: "best email API for startups"
supereo · get_pages_to_beat(question: "best email API for startups")1.2s
3 pages cited, none yours
ChatGPT skips you on 9 of 20 questions. The biggest gap is "best email API for startups": it cites three pages and none are yours. Start with /pricing, which answers 4 of those 9 once the price sits in the first paragraph.
Did the /pricing fix work?
supereo · get_experiment(page: "/pricing")1.8s
It worked: +17 of every 100 answers on the questions it aims at, inside a range of +9 to +25, and the rest of the panel didn't move.
supereo MCP5 tools shown
get_visibilityboth headline numbers, with rangesget_scenario_mapyour buyers' questions, groupedget_pages_to_beatthe pages AI cites instead of yourslist_you_do_itemsthe work in your laneget_brand_briefthe facts every fix may stateinstall with one prompt // any AI agent
Paste one line into the agent you already use. Coding agents set supereo up themselves, and Claude and ChatGPT walk you through adding it. You sign in once, then ask it how AI sees your site.
setup prompt
Install supereo for me. It's the supereo MCP server at https://supereo.app/api/mcp (on Claude it's a connector I add in my browser; elsewhere I sign in through my browser). The setup guide for each kind of agent is at https://supereo.app/install
⏸ manual mode on · ? for shortcuts
An example session. The same prompt works in every client.
08 // pricing
Both start with a 7-day free trial, card up front: nothing is charged until the week ends. The trial covers what fits in a week: your plan the same day and your first fix shipped.
supereo tells you exactly what to change. Your team ships it.
supereo does the whole job: plans it, ships it, proves it.
In G2's 2026 survey of 1,076 software buyers, 69% chose a different vendor than they planned because an AI chatbot recommended it, and half now start their research in a chatbot. When the answer names someone else, plenty of buyers never reach your site.
Only if you say so, once, at setup. The default is to merge when your checks pass, during your business hours. Every change lands in Slack with an Undo button anyone on your team can press, and a change that makes things worse gets undone on its own.
supereo does. It's an agent with a plan: it picks what to try, writes the change, and explains why in your Slack channel every Monday. You set the limits: how many changes a week, which pages are hands-off, and when changes go live.
Autopilot works with sites built on WordPress, Webflow, Shopify, Wix or Framer, through supereo's connection to the builder, and with Next.js and Astro sites on GitHub served by Cloudflare or Vercel. On a builder, a change its API can't make stays a recommendation for your team. For any other site, supereo writes exactly what to change and where, your team ships it, and supereo spots the change on its next weekly check and starts measuring.
Each change aims at a few questions, and we compare them with the rest of your panel, the questions no change aims at. If both move, that's the engines shifting, so it cancels out. If the data can't tell, the verdict says too close to call.
The first changes ship on day one, and AI reads them within days. You'll see early signal from the first week, labeled as early. Verdicts take 14 to 60 days from AI's first read of a change, landing as soon as the result is clear, because AI answers change slowly and we'd rather wait than guess.
Copilot is $149 a month and Autopilot is $499 a month, per brand, or two months free when you pay for a year. Every plan starts with a 7-day free trial. It takes your card up front and charges nothing until the week ends, and it gets you your same-day plan and your first fix shipped.
That's how we collect them, and API answers cite different sources than the consumer apps. So the label sits on every number instead of us pretending they're the same thing.
AI traffic only. The connector filters to AI bots and visits from AI apps at the edge. Human visits never leave your site.
Answer engine optimization: getting AI assistants like ChatGPT, Claude and Google's AI answers to recommend you when buyers ask what to use. It's the AI-answer version of SEO.
SEO gets a page ranked in a list of links. AEO gets your brand named inside the answer, which is often the only thing a buyer reads. The work overlaps (clear pages, real facts, pages that get cited) but the measure is different: how often you're recommended, not where you rank.
Those tools track how often AI mentions you and leave the work to your team. supereo does the work, all of it: site fixes, new pages and the lists AI reads. Then it grades each move against questions it couldn't affect, with the sample size on every number.
10 // what supereo touches
Every change to your site is a pull request to your content. Never your code, never your settings.
The capture file that counts AI reads arrives as one pull request you review and merge yourself.
Anyone on your team can undo a change from Slack, and a change that makes things worse is undone on its own.
The connector filters to AI bots and visits from AI apps at the edge. Human visits never leave your site.
touches
never touches
about // what supereo is