For agencies · Updated July 2026
Found by AI vs Animalz
A premium editorial agency you hire. A white-label programme you resell.
Both of us write. That is where the similarity stops. Animalz is a senior editorial agency producing in-depth, strategy-led work for SaaS and B2B tech - hired directly, under their own name, for flagship pieces. Found by AI is a white-label AI-search content programme sold only through agencies: 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 - becomes next month's content brief. Then the monthly proof report shows what changed.
The wedge is the loop, not any single layer of it.
The core difference
Not writers versus writers.
Flagship editorial versus a monthly loop you can resell.
Animalz is one of the most established premium editorial shops in SaaS and B2B tech: senior editors, strategists and writers building deep, long-form programmes on the client's own domain. What you are buying is judgement and depth - the piece that defines a category conversation and still gets cited years later. It is hired work, sold to the brand directly, and the agency name on it is theirs. If your client needs flagship thought leadership and can fund a senior bench, that is a good call and we would say so on a call.
Found by AI is not a cheaper editorial 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 and approval is role-gated; a draft left unreviewed for 7 days publishes with a notification - a default we disclose, changeable per client, 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 report shows what changed. Your brand, start to finish. We never solicit your clients.
Where each one sits
What Animalz is best at
- A serious editorial bench: long-established, senior, and specialised in SaaS and B2B technology
- Strategic depth. Engagements are built around editorial strategy and research, not article throughput
- Flagship pieces: the depth that earns citation, wins a category argument, and keeps paying back for years
- Best fit: an established brand with an in-house content function and a budget sized for senior editorial talent, 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 tool or a strategy offsite
- 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. Monitoring identifies the buying questions leading AI assistants answer without your client in them; those gaps become the month's brief; then we write, publish and measure the content that answers them. 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 | |
|---|---|---|---|
| Animalz | Yes - senior human editorial | Yes - on the client's site | Client's own site, under Animalz's own name |
| Found by AI | Yes | Yes | Client's subdomain or your white-label domain - one DNS record either way, agency-branded |
Animalz
Found by AI
Articles carry named human editors from your team or your client's - a real person, their job title and a public professional profile, with written-by and reviewed-by bylines. Review before publish is the default and approval is role-gated; a draft left unreviewed for 7 days publishes with a notification - a default we disclose, changeable per client. Translated articles follow the same rule. The client's own writers can publish alongside the articles the programme produces. We never solicit a partner's clients.
Structural comparison
No price table on either side. Animalz doesn't publish rates, we don't publish ours, and second-hand figures rot - the useful comparison is what each engagement actually is.
| Found by AI | Animalz | |
|---|---|---|
| Who buys it | Agencies - resold to their clients under their own brand | Brands, hiring the agency directly |
| Whose name is on it | Yours - white-label portal, report and emails | Theirs - you're hiring a named agency |
| Where the topics come from | Monitoring evidence - the buying questions AI assistants answer without the client | Editorial strategy, research and category judgement |
| Shape of the work | A recurring monthly loop: brief → write → publish → report | A custom editorial programme built around flagship pieces |
| Editorial depth | Consistent, structured coverage - not a senior editorial bench, and we won't pretend otherwise | Senior editors, writers and strategists; depth is the whole proposition |
| 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 | Named human writers and editors by default - it's an editorial agency |
| Review before publish | Configurable per client, role-gated; the client's own writers can publish alongside the articles the programme produces | Handled inside the engagement's editorial process |
| Measurement loop | Built in - the monthly report closes the loop the monitoring opened | Reporting per engagement; AI-answer monitoring isn't what they're for |
Key differences
Choose Animalz if...
- The job is flagship thought leadership - pieces meant to win a category argument, not to cover a question - and the budget is sized for a senior editorial bench
- The client has an in-house content function and the distribution to make premium editorial pay back over time
- You want a named agency with a public reputation attached to the work, rather than a supplier operating quietly behind your brand
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
- You want the work briefed by evidence - what the assistants actually answer for your client's category - and a monthly report you can take into the retainer meeting
- You need consistent monthly coverage published and measured, not a small number of flagship pieces
- 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 - real research that reads the client's site and links deep into their product pages, layered quality gates, and rewrite passes that hunt down machine-sounding prose - then sign-off by a named editor from your team or your client's before anything goes out. 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 editor bylines and the review flow end to end on a call.
Frequently asked questions
Is Found by AI a replacement for Animalz?
No. Animalz is a premium editorial agency with a senior bench and a long-established reputation, hired directly by brands for in-depth, strategy-led work. 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 have a senior editorial bench and we don't run strategy retainers. If the job is flagship editorial, hire Animalz.
You both write content. What's the actual difference?
Where the brief comes from, and whose name is on the result. Animalz builds an editorial strategy and executes it under their own name for the brand that hired them. Our brief comes from the monitoring: the buying questions leading AI assistants answer without your client in them. We write against those gaps, publish to a blog on the client's subdomain or your white-label domain - one DNS record either way, and report on what moved - all under your agency's brand. One is editorial judgement; the other is a measurable monthly loop you can resell.
How does the content compare on quality?
Different jobs, and we won't claim to match a senior editorial bench on depth. Animalz produces long-form work with weeks of research behind it. Ours is consistent, structured coverage of the questions buyers actually ask an assistant - written with AI assistance, then edited and signed by a named editor from your team or your client's with written-by and reviewed-by bylines, and passed through whatever review step you've configured for that client. If your client's strategy depends on flagship pieces, that's Animalz. If it depends on being present in the answers, month after month, that's us.
Could an agency use both?
For a large client, plausibly - a premium editorial partner for the flagship work 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 senior editorial agency; that would mislead you and disappoint your client.
Bottom line
Animalz sells senior editorial judgement to brands, under their own name, and they're among the best at it - 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 editorial agency. A different mechanism, sold to a different buyer. We promise the process, not an outcome.
More content comparisons
See the loop on one of your clients
Found by AI is sold only through white-label agency partners. Bring one client and we'll walk the monitoring, the articles it produced, the review flow and a real monthly report end to end.
Or start smaller: the free scan puts a focused set of buying questions to leading AI assistants and shows which get answered without your client - and who is named instead. The report comes to you.
Founding Pilot seats for agencies onboarding in 2026: one retained client, three report cycles, no cohort fee - and you walk away with a full export if it ends there. Ask us.
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 in your market.