For agencies · Updated September 2026
Found by AI vs Daydream
An AI-native SEO agency a company hires. A white-label programme you resell.
Daydream is a venture-backed, AI-native SEO agency: SEO agents paired with senior human strategists, producing programmatic pages at volume on the client's own domain, with technical SEO and attribution wrapped around the programme. It is hired directly, under their name, by companies whose growth model rewards capturing search at scale. Found by AI is a white-label AI-search content programme sold only through agencies: the monitoring identifies the buying questions leading AI assistants answer without your client in them, those gaps become the month's brief, and we write, publish and measure the content - with your agency's logo on the portal, the report and the emails.
Stop at the dashboard.
Show the gap. Don't address it with content production. A client looking at a monitoring dashboard with no content production is not a recurring conversation; it's a quarterly question.
Write briefs from keyword tools.
Briefs come from search-volume guesswork. They produce useful articles, but the priorities don't reflect what AI assistants are actually citing for the client's category.
Turn monitoring evidence into the next brief.
Last month's monitoring evidence, competitor appearances, citation gaps, missing facts, weak topics, is where next month's topics are chosen from. Then the Monthly AI-Search Visibility Report shows what changed.
The wedge is the loop, not any single layer of it.
The core difference
Pages at volume for one brand.
Or a monthly loop you can put in front of every client you have.
Daydream's bet is scale: templated, structured page production driven by agents and shaped by senior strategists, aimed at the long tail of search and at the AI answers that increasingly sit on top of it. Technical SEO, site architecture and attribution are part of the engagement, and the seniority on the account is real. It is sold to the brand, it runs under Daydream's name, and it assumes a client big enough to justify a full SEO function. If that is the job, they are a serious answer and we would say so on a call.
Found by AI is not a cheaper SEO agency. It is a different mechanism, and it is sold to you rather than to your client. The loop is the product: the monitoring is the brief, not a dashboard - the questions AI assistants answer without your client become the month's articles. A named editor from your team or your client's signs the work - a real person with a job title, a public professional profile and written-by / reviewed-by bylines. Review before publish is the default for every new client brand, with a 7-day review window; publishing immediately after our quality gate is opt-in per client; dark until reviewed is available on request, and the client's own writers can publish alongside the articles the programme produces. It ships to a blog we host on the client's subdomain or your white-label domain - one DNS record either way, and the Monthly AI-Search Visibility Report shows what changed. Your brand, start to finish. We never solicit your clients.
Where each one sits
What Daydream is best at
- Programmatic page production at volume - generating large numbers of structured pages from data is their core capability, and it is not ours
- Technical SEO and site architecture at depth, with senior strategists shaping the programme rather than executing a fixed template
- Full-service scope: the agency takes the SEO function end to end, including attribution, rather than owning one layer of it
- Best fit: a well-funded brand whose growth model rewards capturing search at volume, hiring an agency directly
What Found by AI is doing instead
- Sold only through white-label agency partners. You resell it, we run it, and the client sees your brand - never ours
- The monitoring is the brief. Topics come from what AI assistants actually answer for the client's category, not from a keyword universe
- Named editors from your team or your client's, with public professional profiles; written-by and reviewed-by bylines with structured author data on every article
- We publish, then measure: articles go live on the client's subdomain or your white-label domain - one DNS record either way, and the monthly report documents what moved
The operating difference
Detection is where most tools stop. The production is what we own.
Found by AI runs one loop for agency partners. Every week we put your client's buying questions to AI assistants, for example ChatGPT and Google's Gemini, and record who gets named. The questions your client is missing from are where the month's topics are chosen; then we write, publish and measure the content that answers them, and the Monthly AI-Search Visibility Report documents what changed. The monitoring is not a dashboard: it is the brief. All of it ships under your agency's brand.
| Generates content? | Publishes for you? | Publishing surface | |
|---|---|---|---|
| Daydream | Yes - programmatic pages at volume | Yes - on the client's site | Client's own site, under Daydream's own name |
| Found by AI | Yes | Yes | A blog we host on the client's subdomain or your white-label domain, one DNS record, agency-branded; the same articles over the Content Delivery API or our WordPress connector |
Daydream
Found by AI
AI does the research and the first draft; a named person from your team or your client's reviews, edits and signs it before it goes out. Articles the programme produces can carry the name of the person who reviewed them; posts your client's team write name their writer. Three publish modes, chosen per client: review before publish is the default for every new client brand, with a 7-day review window; publishing immediately after our quality gate is opt-in per client; dark until reviewed is available on request. Translations follow the same mode as the original. The client's own writers can publish alongside the articles the programme produces. We never solicit a partner's clients.
Structural comparison
Deliberately no plan or price table. Their packaging changes, and a stale figure on our page would be worse for you than no figure at all - check anything commercial on Daydream's own site. What follows is the difference in shape, which doesn't go out of date.
| Found by AI | Daydream | |
|---|---|---|
| Who buys it | Agencies - resold to their clients under their own brand | Brands, hiring the agency directly |
| What it is | A recurring monthly loop: brief → write → publish → report | A full-service AI-native SEO engagement |
| Where the topics come from | Monitoring evidence - the buying questions AI assistants answer without the client | Keyword and entity coverage, shaped by senior strategists |
| Author accountability | A named reviewer from your team or your client's - real job title, public profile linked - with role-accurate written-by / reviewed-by credits and structured author data | Scoped inside the engagement |
| Review before publish | Three modes per client: review window (the default, 7 days), publish immediately (opt-in), dark until reviewed (on request); the client's own writers can publish alongside the articles the programme produces | Handled inside the engagement's process |
| Whose brand the client sees | Yours - white-label portal, report and emails | Theirs - you're hiring a named agency |
| Programmatic scale & technical SEO | Not what we do - we won't pretend to produce pages at that volume | Their core strength: agents, senior strategists, page production at scale |
Key differences
Choose Daydream if...
- The client's growth model rewards capturing search at volume, and programmatic page production is genuinely the lever
- Technical SEO and site architecture need senior attention - that's depth we don't have and won't claim
- The client wants to hire a named agency directly and take the SEO function off their own plate entirely
Choose Found by AI if...
- You're an agency that wants to sell an AI-search content programme without hiring writers or building the pipeline yourself
- The job is being present in AI answers for a defined set of buying questions, not covering an entire keyword universe
- You need something you can run across a portfolio of mid-sized clients, not a single flagship engagement
- The client relationship must stay yours - your brand on every surface, and a supplier who never approaches them
Why this isn't 'AI in a coat'.
Every client asks their agency the same question: why can't we just do this with ChatGPT ourselves? The honest answer: you can write one good article that way.
We built the machinery for the fiftieth one. AI does the research and the first draft; a named person from your team or your client's reviews, edits and signs it before it goes out. Review before publish is the default for every new client brand; publishing immediately is opt-in, per client. It runs every month, on a schedule, under your agency's brand.
See how the programme works → Judge the output for yourself: we walk real articles, the bylines and the review flow end to end on a walkthrough.
Frequently asked questions
Is Found by AI a replacement for Daydream?
No. Daydream is an AI-native SEO agency hired directly by brands to run the SEO function - programmatic page production at volume, technical SEO, senior strategists, attribution. We are a white-label AI-search content programme sold only through agencies: you resell it, we run the monthly loop, and your brand is on it. We don't do programmatic page production and we don't have a senior SEO bench. If the job is search at scale, that's Daydream's lane.
What can Daydream do that Found by AI can't?
Several real things. Producing large numbers of structured pages from data. Technical SEO and site architecture at depth. Taking the whole SEO function end to end, with senior strategists on the account. Ours is narrower and differently shaped: a monthly loop where the monitoring is the brief, the articles get written and published with a named editor from your team or your client's behind them, and the report closes the loop - under your agency's brand.
Could an agency use both?
For a large client, plausibly - a programmatic SEO partner for scale and us for the recurring AI-answer coverage underneath it. They don't compete for the same slot in a plan. What we would not do is position ourselves as the budget version of a full-service SEO agency; that would mislead you and disappoint your client.
Why is Found by AI sold only through agencies?
Because the programme needs someone who owns the client relationship, knows the category and can hold the strategic conversation - that's the agency, not us. So we stay behind you: the portal, the monthly report and the emails carry your brand, and we never approach your clients. Brands that find this page are served through a partner agency rather than by us directly.
Bottom line
Daydream sells a full-service, AI-native SEO engagement to brands, under their own name, and the scale and seniority behind it are real - if that's the job, hire them. Found by AI sells a monthly loop to agencies: the monitoring becomes the brief, we write and publish the articles with a named editor from your team or your client's behind them, and the report documents what changed - with your brand on every surface and a standing promise that we never approach your clients. Not a cheaper SEO agency. A different mechanism, sold to a different buyer. We promise the process, not an outcome.
More content comparisons
Next step
Run the loop on one client. Judge us on three reports.
Bring one retained client. We show you the monitoring, the articles it produced, the review flow and a real report. Three monthly reports later, you decide.
Founder terms, for agencies signing up through 31 December 2026: the founder rate is locked when you claim it and runs on a 12-month agreement per client brand, with one brand swap inside the term. Your first client brand is the trial: one retained client, three monthly report cycles, then decide at the third report. Roll out on the founder term, or stop there and take a full export. No minimum on standard monthly terms. No per-brand setup fee; a one-time partner onboarding fee applies, waived for founding partners.
Not an agency? Then we're not the right people to buy from, but your agency might be. Get in touch and we'll tell you plainly whether there's a partner for you.