GEO Comparisons
Resonate Labs vs Discovered Labs:
two GEO specialists, two engagement models.
Updated
Both are GEO-native agencies for B2B, both run proprietary tooling, and both frame the work on pipeline rather than vanity metrics. So the choice isn't which one "does GEO." It's whether you want a done-for-you retainer, or a measurement-first engagement with a published method that can hand the capability to your own team.
Comparisons · Last updated
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Resonate Labs and Discovered Labs are both GEO specialists for B2B, and on paper they rhyme: proprietary tooling, published case studies, and a promise to tie AI visibility to pipeline rather than vanity metrics. The real difference sits underneath the shared story. Discovered runs a done-for-you retainer that bundles AEO, SEO, and Reddit into one service, measured through its own tracker. Resonate keeps the engagement focused on GEO, publishes its measurement method across four engines, and can run done-with-you so the capability stays in-house. The question isn't capability. It's how you want to buy, and who owns the result.
The split
Both execute GEO natively. One runs it as a done-for-you retainer with combined channels; the other keeps it GEO-focused and can hand the method to your team.
The honest question
Both claim pipeline attribution. Ask to see the method behind the claim: is the measurement published and repeatable, or proprietary and internal?
Where Resonate fits
A GEO specialist with a public four-engine method, a self-serve entry point, and a done-with-you option that leaves the capability inside your team.
Two GEO specialists, side by side
Discovered Labs is a GEO-native agency for B2B SaaS. It has a technical co-founder who came out of AI research and prior engineering work at companies like Stripe and Coinbase, a proprietary content framework it calls CITABLE, and its own AI Visibility Tracker for monitoring brand appearance across ChatGPT, Claude, Perplexity, and Google's AI answers. It prices month-to-month, with performance-based reporting, publishes case studies, and frames its work around commercial outcomes. If what you want is a done-for-you partner that combines channels, it's built for that.
Discovered's model is to combine channels. It folds Answer Engine Optimization together with SEO and Reddit marketing into a single service, run for you on a retainer. That breadth is deliberate: you're hiring one team to own the whole organic-and-AI surface, with the agency doing the work and reporting the outcomes through its own tooling.
Resonate Labs is built more narrowly on purpose. GEO is the whole product, not one channel in a combined retainer, and the engagement is built around a recurring visibility audit across ChatGPT, Claude, Gemini, and Perplexity, with the method published rather than kept internal. Pricing is public: an $997 AI Visibility Crawl, with 3-pack and 6-pack credits for repeat crawls, and a self-serve entry that doesn't require a call. Neither shape is better in the abstract. They suit different buyers, which the next section makes practical.
How to choose between a done-for-you retainer and a team-independent engagement
Because both vendors are GEO-native and both claim pipeline, the decision comes down to a few honest questions about how the work is bought, measured, and handed off, not about which agency is more capable.
1. Do you want the work done for you, or done with you? Discovered runs a done-for-you retainer: the agency owns the motion and you stay on to keep it going. Resonate offers done-for-you as well, but also done-with-you, where it upskills your team and hands off the method and SOPs so AI-answer visibility becomes an internal capability. If you'd rather fully outsource, a retainer is cleaner. If you want to own the capability, done-with-you is the match.
2. On pipeline attribution, can you see the method or only the claim? Both frame their work on pipeline and revenue rather than vanity metrics, so the claim itself doesn't separate them. What separates them is transparency. Discovered measures through a proprietary AI Visibility Tracker. Resonate publishes its methodology and a sample report, so you can see exactly what's scored across the four engines and how the action plan connects to it. When attribution is the deciding factor, weigh whether the measurement is inspectable and repeatable.
3. Do you want GEO focused, or bundled with SEO and Reddit? Discovered combines AEO, SEO, and Reddit into one service, which is efficient if you want a single team across those channels. Resonate keeps the engagement on GEO and its measurement, without folding in adjacent channels. Decide whether you're buying a combined organic-and-AI motion or a focused AI-answer one.
4. What entry point and commitment fit your stage? Discovered prices month-to-month, with performance-based reporting, and a consultation call as the way in. Resonate's entry is public and self-serve: an $997 AI Visibility Crawl, with prepaid 3-pack and 6-pack credits for repeat crawls, and ongoing or custom execution available on top. Match the entry shape to how much you want to commit before you see the method work.
5. On track record, weigh GEO-specific results, not lineage alone. Both teams bring specific backgrounds: Discovered has a technical co-founder out of AI research and publishes case studies; Resonate's founder authored Cited, and its methodology is built in-house and published in full. Engineering lineage and case studies are inputs, not proof. For a GEO decision, weigh GEO-specific results and how visibility is actually measured.
None of these favors one vendor in every case. They're the questions that tell you whether you want a retainer that runs the whole motion for you, or a focused, published engagement you can eventually run yourself.
Resonate Labs and Discovered Labs, compared
The table compares the two on verifiable structural facts: scope, how each measures, how the work is handed off, entry point, and track record. It leaves out self-reported performance numbers, which both publish and neither has independently audited. Figures are current as of July 2026.
| Resonate Labs | Discovered Labs | |
|---|---|---|
| Category / scope | GEO specialist, measurement-centric | AEO/GEO agency; AEO + SEO + Reddit combined |
| Measurement | Published method: recurring audit across ChatGPT, Claude, Gemini, Perplexity, with public sample report | Proprietary AI Visibility Tracker; CITABLE content framework |
| Engagement model | Done-for-you or done-with-you (upskills team, hands off SOPs) | Done-for-you retainer |
| Entry point | Public; AI Visibility Crawl $997, credits for repeat crawls; self-serve | Month-to-month; performance-based reporting; consultation call to start |
| Content production | Yes (DWY / DFY), GEO-focused | Yes (CITABLE framework), across combined channels |
| Background / proof | Founder-authored Cited; methodology built in-house and published in full | Founded 2024; technical co-founder from AI research (ex-Stripe / Coinbase); published case studies |
Scroll the table sideways on a narrow screen.
Discovered Labs fits a done-for-you, combined-channel motion: a technical co-founder out of AI research, a proprietary CITABLE framework and AI Visibility Tracker, month-to-month pricing with performance-based reporting, and published case studies. What to know going in: measurement runs through its own tooling, and the model is a retainer the agency runs for you rather than a capability handed to your team.
Resonate Labs leads with a published method: a recurring audit across the four engines, a public sample report, and a done-with-you option that leaves the capability in-house. Where Discovered keeps measurement proprietary, Resonate makes it inspectable, so you can see what's scored and own the result rather than rent it.
Execution vs. advisory: what you actually get from each
Discovered Labs and Resonate Labs both produce content, so the useful question is what arrives, who writes it, and who puts it live on your site. Discovered Labs runs a done-for-you retainer: the agency writes with its CITABLE framework across AEO, SEO, and Reddit, and keeps producing while the retainer runs. Resonate Labs splits the work in two. The $997 AI Visibility Crawl delivers the visibility report, a 30-day action plan, and the fixes, each one naming what to do, who owns it, and what it takes. Writing and publishing for you is done-for-you or done-with-you work, scoped on a call.
If your team has no capacity to write or publish anything, Discovered's retainer is the more direct fit, because the agency does the work from the first month. If you have a writer or a web team who can ship from a clear list, the crawl gets you that list at a fixed price, and you decide afterward whether to pay anyone to execute it.
| Resonate Labs | Discovered Labs | |
|---|---|---|
| What you're paying for | A fixed-price diagnosis and plan; execution is optional | Ongoing work, run for you on a retainer |
| First deliverable | Free Foundation, then the $997 crawl: visibility report, 30-day action plan, and the fixes | Retainer scope agreed on a consultation call |
| Who writes the content | Your team from the fix list, or Resonate on a done-for-you or done-with-you engagement | The agency, using its CITABLE framework |
| Who ships it to your site | Your team; Resonate on done-for-you work | The agency, as part of the retainer |
| Channels covered | GEO: answers in ChatGPT, Claude, Gemini, and Perplexity | AEO, SEO, and Reddit marketing combined |
Scroll the table sideways on a narrow screen.
Technical audit depth: finding out why AI cites someone else
A tracker tells you how often you appear. An audit has to explain why you don't. Discovered Labs monitors brand appearance across ChatGPT, Claude, Perplexity, and Google's AI answers through its AI Visibility Tracker, and applies its CITABLE framework to the content it writes. Resonate Labs starts the diagnosis from your buyers: a question set written from your Foundation and your own sales calls, scored across ChatGPT, Claude, Gemini, and Perplexity, with a person validating every answer. Each gap in the report then traces to a cause you can fix.
Which questions you lose
Your first 150 buyer questions come from your knowledge graph and your sales calls, not a scraped keyword list. The report shows which ones AI answers without naming you.
Who gets cited instead
For each question, the competitors AI names in your place and the sources it quotes, such as review sites, roundups, and community threads. That tells you whether the fix is a page on your site or a mention somewhere else.
What AI crawlers can read
Whether GPTBot and other AI crawlers get your real content or an empty shell from a client-side rendered site. When the render is the blocker, the fix goes to engineering before anyone writes another page.
Where Discovered Labs has the edge: its tracker is built to monitor continuously, while Resonate Labs measures in crawls, scored every 30 days on a recurring engagement. If your team wants a live view to check any day, weigh that. If you want to know why the number is low and what to ship first, the crawl is built for that. One crawl is a position. Three is a trend.
Citation counts vs. pipeline impact: how each vendor proves the work
Discovered Labs and Resonate Labs both frame GEO on pipeline, and neither can hand you a causal line from an AI answer to a closed deal. No independent study has traced that chain yet, and research buyers do inside ChatGPT or Perplexity usually lands in analytics as direct or organic traffic. What you can compare is the evidence each vendor gives you for a budget review. Discovered Labs reports through its proprietary AI Visibility Tracker, so you see the results but not how the score is calculated.
Resonate Labs publishes its method. The Visibility Report scores four metrics every 30 days across ChatGPT, Claude, Gemini, and Perplexity, against questions written from your own buyers, and the sample report is public. That gives your CFO something to check: the question set, the score, the competitors named instead of you, and the change from one crawl to the next. Resonate describes the link from visibility to revenue as correlation that compounds, and stops short of claiming cause.
The reporting cadence is a baseline crawl, then one each cycle, so a budget review sees a trend instead of a single reading. If your finance team needs pipeline matched to AI answers in your CRM, ask both vendors for a real example before you sign. Resonate's report measures visibility; tying it to closed revenue is work you do with your own data.
Team dependency risk: will your team be capable when the engagement ends?
Every GEO retainer raises the same question: if you stop paying in a year, what does your team know how to do? Discovered Labs runs a done-for-you retainer. The agency does the work and measures it through its own tracker, so the capability sits with the agency while the retainer runs. That is the trade for not having to staff it, and for a team that never plans to run GEO in-house, it's a fair one.
Resonate Labs is set up so the capability can move to you. The measurement method is published, so your team can read the score and follow the logic without the vendor. A done-with-you engagement upskills your team and hands off the method and SOPs. The Foundation, your knowledge graph and first 150 buyer questions, is yours to keep whether or not you buy anything else.
Will Discovered Labs leave my team capable?
Discovered Labs is built to run the work for you, and its AI Visibility Tracker and CITABLE framework are its own. Month-to-month pricing means you can leave, so the question to settle before signing is what leaves with you. Ask for the documentation, tracker data, and process notes you'd keep if the retainer ended.
What a Resonate Labs done-with-you handoff leaves behind
Your team keeps the published method, the SOPs for the work, the Foundation and its buyer question set, and every Visibility Report and action plan from the engagement. The goal is a team that can run the next crawl's action plan without Resonate in the room.
Where each fits
The right answer depends on how you want to buy and who should own the result, not on which agency is more capable.
Where Discovered Labs fits: teams that want a done-for-you partner to own AEO, SEO, and Reddit as one combined motion, with a technical co-founder and published case studies behind it, and that are comfortable with measurement running through the vendor's own tooling. Its combined-channel breadth and month-to-month pricing suit teams that would rather outsource the whole surface and judge it on outcomes.
Choose Resonate Labs if you want GEO specifically, measured across ChatGPT, Claude, Gemini, and Perplexity with the method published rather than internal, at a lower, self-serve entry point, and with the option to run it done-with-you so your team keeps the capability. It fits teams whose priority is AI-answer visibility they can inspect and eventually own, not rent indefinitely.
Where Resonate Labs fits
Resonate Labs is a tech-enabled service: an agency that runs on its own proprietary tooling rather than manual work alone. It's a GEO specialist, so the engagement concentrates on AI-answer visibility rather than folding it into a combined AEO-SEO-Reddit retainer, and its execution engine includes the measurement a standalone tracker would give you, with the method published rather than kept internal. The recurring visibility audit across the four engines sits at the center of the work, and the engagement can run done-for-you or done-with-you depending on whether you want to own the capability.
Your Foundation comes first at no charge: the knowledge graph, and your first 150 buyer questions written from it, yours to keep whether or not you go further. A single AI Visibility Crawl is then $997 and delivers the rest: your sales calls read against that map and the questions rewritten from what your buyers actually said, the visibility report across ChatGPT, Claude, Gemini, and Perplexity, a 30-day action plan, and the fixes, with a private Slack channel included. It's self-serve, with no call required. Repeat crawls come as prepaid credits: a 3-pack at $2,691 or a 6-pack at $4,782. For ongoing or custom execution, book a call. Pricing is public, laid out on the pricing page.
If you're weighing a tracker against an agency that also executes, see AI visibility monitoring for where a tool stops and execution begins, and done-with-you GEO for how the capability gets handed to your team. For the full vendor landscape, including the other agencies and the tools that only measure, see GEO agencies and tools, compared.
Common concerns about Discovered Labs, and what's true
Buyers evaluating Discovered Labs ask about the same few risks: retainer lock-in, whether the agency ships content or only advises, and whether it can prove pipeline. Most of these apply to any GEO retainer, and one of them doesn't hold up for Discovered at all. Here is each concern, what's true about Discovered Labs, and how Resonate Labs handles the same risk.
Will I get locked into a Discovered Labs retainer?
On contract terms, less than with many agencies: Discovered Labs prices month-to-month. The lock-in buyers worry about is capability. When the agency runs the work and measures it through its own tracker, ending the retainer can mean starting your own program from zero. Resonate Labs sells its entry as a fixed-price, self-serve $997 AI Visibility Crawl with no retainer, and its done-with-you option hands your team the method and SOPs.
Does Discovered Labs actually ship content, or just tell you what to write?
Discovered Labs ships content. It's a done-for-you agency that writes with its CITABLE framework across AEO, SEO, and Reddit, so this concern doesn't apply to it. The trade-off runs the other way for Resonate Labs: the $997 crawl hands you a prioritized plan and the fixes for your team to ship, and done-for-you writing is scoped separately on a call.
Can Discovered Labs prove pipeline impact?
Discovered Labs reports through a proprietary AI Visibility Tracker, so you see its results but not how the score is calculated. That becomes a gap when finance asks where a number came from. Resonate Labs publishes its method and a sample report, and describes the link from AI visibility to revenue as correlation instead of claiming cause.
What typically goes wrong with GEO retainers?
Two things come up most. Agencies price GEO at $2,000 to $12,000 a month with multi-month ramps, so you commit before you know whether there's a problem worth solving. And a dashboard reports a low score every month with no specific fix attached. Ask any vendor, Discovered Labs and Resonate Labs included, what you'll know after 30 days and what you'll own if you stop.
Making the case to your leadership team for switching from Discovered Labs
Moving from a retainer or a tracking tool to a productized audit, your exec team will ask what it costs, how the result is measured, and what you keep. Resonate Labs makes that argument easier to write because the price and the method are public. The questions below are the ones leadership will test, with the answer for each model side by side.
| What leadership asks | Resonate Labs | Discovered Labs |
|---|---|---|
| What does it cost to find out? | $0 Foundation, then $997 per crawl; pricing is public | Month-to-month retainer, scoped on a consultation call |
| How is the result measured? | Published method: four metrics every 30 days across ChatGPT, Claude, Gemini, and Perplexity | Proprietary AI Visibility Tracker |
| What do we do with it? | A 30-day action plan; each fix names the owner and the effort | The agency runs the work across AEO, SEO, and Reddit |
| What do we keep if we stop? | The Foundation, question set, reports, and method; SOPs on done-with-you | The published work; the tracker belongs to the agency |
| Can we run it ourselves later? | Yes, through a done-with-you handoff | Built to be run by the agency |
Scroll the table sideways on a narrow screen.
The honest line for your deck: if your team has no capacity to ship pages, keep a done-for-you partner for execution and use a crawl to check what it's moving. If you have people who can ship from a clear list, the $997 costs less than one month of the $2,000 to $12,000 agencies typically charge for GEO, and it tells you where you stand before you commit more.
Frequently asked questions
Should I choose Discovered Labs or Resonate Labs for AI search visibility?
Discovered Labs is a GEO-native agency for B2B SaaS, with a technical co-founder who came out of AI research, a proprietary CITABLE content framework and AI Visibility Tracker, month-to-month pricing with performance-based reporting, and published case studies. Whether it's the right fit depends on how you want to buy. If you want a done-for-you retainer that bundles AEO, SEO, and Reddit into one service and runs it for you, Discovered fits well. If you want a GEO specialist whose measurement method is published, scored across four engines, and can be handed to your own team so you're not permanently dependent on a vendor, Resonate Labs may fit better. The honest split is engagement model, not capability.
How is Resonate Labs different from Discovered Labs on pipeline attribution?
Both vendors frame their work on business outcomes rather than vanity metrics, and both claim to connect AI visibility to pipeline. The honest difference isn't the claim, it's the method behind it. Discovered Labs measures through a proprietary AI Visibility Tracker. Resonate Labs publishes its methodology: a recurring visibility audit scored across ChatGPT, Claude, Gemini, and Perplexity, with a public sample report showing exactly what gets measured and how the action plan connects to it. When you're choosing a vendor on pipeline attribution, ask to see the method, not just the claim, and weigh whether it's transparent and repeatable.
What's the difference between a done-for-you GEO retainer and a done-with-you engagement?
A done-for-you retainer, like Discovered Labs runs, means the agency does the work and you stay on the retainer to keep it going. A done-with-you engagement, which Resonate Labs offers alongside done-for-you, means the agency also upskills your team and hands off the method and SOPs, so the capability stays in-house even if the engagement ends. Neither is better in the abstract. A retainer is simpler if you'd rather outsource the whole motion; done-with-you fits teams that want to own AI-answer visibility as a durable internal capability rather than rent it indefinitely.
Do both Resonate Labs and Discovered Labs produce content, or only audit?
Both execute, not just audit. Discovered Labs ships content and structures it with its CITABLE framework, and combines that with SEO and Reddit in a single service. Resonate Labs also ships content, but keeps the engagement focused on GEO and its measurement rather than bundling adjacent channels, and can deliver it done-for-you or done-with-you. The difference isn't whether content gets produced; it's scope and how the work is handed off, focused GEO execution with published measurement versus a broader combined-channel retainer.
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Start with a free Foundation, the map of your buyers, your competitors, and what AI can read on your site. The full AI Visibility Crawl is the focused plan for AI-answer visibility, scored across every engine:
- Which queries your buyers actually ask AI
- Where you're visible, cited, or absent today
- What the first 30 days would move