Comparisons

TofuBofu vs Suede Web Systems: different buyers on three of four fronts

By Arnav Mukherjee, founder of TofuBofu · September 30, 2026

TL;DR

Three of Suede's four verticals aren't ours. The fourth, Corporations, is our exact pitch.
Expect a sales call. Suede publishes no price anywhere on its site, checked 30 September 2026.
Check the Google surface you care about. Suede lists Gemini; we query Google AI Mode.
Count the roster gaps both ways. They have Grok and Copilot; we have Google AI Mode.
On the Corporations vertical you're comparing like with like. Price the roster too.

A question landed in our Search Console last month that I've not been able to stop thinking about: "i'm a pac cfo. is there real differentiation among ai visibility vendors, or should we just bid suede against athenahq on price?"

A political action committee finance chief, treating this category as a commodity and getting ready to run a price auction between two vendors. I understand the instinct completely: when several companies describe themselves in near-identical language and the ones aimed at enterprises will not quote you without a call, price is the axis a finance person reaches for. In this particular matchup it's still the wrong move. The two vendors in that sentence aren't selling the same thing to the same person.

How we researched this

Everything about Suede comes from Suede, read in a browser on 30 September 2026: their homepage, platform page and solution pages. We have not used the product and we don't claim to have.
The pricing finding is an absence, verified deliberately. We inventoried every link and scanned the body text for currency symbols rather than judging by eye, and checked the /pricing URL directly.
The engine figures are ours, from 133 scan reports across 71 company domains, 1 July to 25 September 2026. They describe our own measurements, not Suede's.
We sell one of these two. Read the concession section before you weigh the rest.

What is Suede actually selling?

Narrative intelligence, for organisations whose reputation is decided in AI answers. That's their phrase, not ours. Their four solution pages name the buyer with more precision than most of this category manages, and three of them describe a job we have never claimed to do, while the fourth is aimed squarely at the buyer we spend all day thinking about:

Public Affairs and Policy. Their argument is that lawmakers, journalists and regulators use assistants to understand complex topics, and your opponents can shape that.
Campaigns and Advocacy. What AI tells voters and the press.
Corporations. This is the one that overlaps us directly, and its own copy says so: "AI is already recommending your competitors" and "AI makes the shortlist, not your reps".
Regulated Industries. Nuclear, data centres, aviation and pharma, framed around a licence to operate.

Read that list next to ours. We sell to B2B founders in SaaS, IT services, MSPs, cybersecurity, consulting and accounting, and the single question we answer is whether a buyer assembling a shortlist ever hears your name at all. Suede's first three verticals ask something different: whether a regulator, a journalist or a legislator hears the truth about you, which is a reputational risk rather than a pipeline one and needs a different instrument. Their fourth asks our question. Same infrastructure. Three different jobs and one shared one.

What does Suede do that we don't?

Five things, and they're real rather than polite.

Grok. It's on their roster and it isn't on ours. If X's assistant matters to your audience, that's a straight gap on our side.
Microsoft Copilot. Also theirs and not ours. We removed it from our sold roster on 2 September 2026, so if your buyers sit inside Microsoft 365 they cover a surface we currently don't.
Persona-specific prompting. They state they run prompts that mirror how particular audiences actually ask. We generate buying questions for a category, not for a named persona, and for a public affairs team the persona is the whole point.
Stance and sentiment as first-class outputs. We measure sentiment; they build the product around stance, share of voice and narrative control, which is what you need when the risk is a hostile framing rather than an absence.
A regulated-industry posture. Enterprise procurement, compliance conversations and a comms-team workflow. We're self-serve and built for someone with a card.

One more thing, said plainly, because it cuts against the easy version of this post. Suede closes the same loop we do. Their agents watch for a citation drop or a competitor's move, draft the content the monitoring calls for, hold it for a human to approve and then publish it to the CMS, which is the entire sequence we describe on our own homepage and the thing we usually point at when someone asks what separates us from a dashboard. Most of this category stops at the dashboard. Suede doesn't.

Why does the Google surface difference matter?

Because "we cover Google" is two different claims, and the two surfaces are governed separately.

Suede lists Gemini. We query Google AI Mode. Two surfaces, one company, governed separately. Google's Search documentation covers AI Mode among its generative Search features, and the Gemini app's grounding sits under Google-Extended, a control Google says does not affect inclusion in Search.

Be precise about what that establishes. It's a statement about how Google scopes two of its own products, not a measurement of which one your buyers use, and we're not going to dress it up as one. So what does it mean for a buyer? If you want to influence which pages Google's AI draws on when someone asks for vendors, AI Mode is the surface that work shows up on.

See your own answer before you book anything. A free TofuBofu scan puts your real buying questions to all five engines and shows you the verbatim text, including who got named instead of you. No call, no card.

Run a free scan

Choose Suede if, choose TofuBofu if

Choose Suede if:

Your audience is lawmakers, regulators, journalists or voters rather than buyers.
Your exposure is a hostile framing, not an absence from a shortlist.
You need persona-level prompting because different audiences ask about you differently.
Grok or Microsoft Copilot is a surface your people actually use. We query neither.
You have a communications team and a procurement process, and a demo call is a normal way to buy.
You want reputation and buyer-shortlist work in one tool. Their Corporations page sells both, and we only do the second.

Choose TofuBofu if:

You sell B2B and the loss you're worried about is a deal you never heard about.
You want to see the number today, free, without talking to anyone.
You want Google's AI Mode in the roster, with the sources it cited.
You want a price you can read today rather than a scoped quote.
You want the articles written and published, then a re-scan to show whether the answer moved.

And back to the PAC CFO. If you're running a price auction, establish first whether both vendors are bidding for the same job. For a PAC they are not, and the cheaper bid wins you the wrong product. For a corporate marketing team the answer flips, because Suede's Corporations page sells what we sell, and there the auction is fair so long as you price the roster and the buying motion alongside the number.

Frequently asked questions

What does Suede Web Systems actually do?

Suede describes itself as AI visibility and narrative intelligence. Read from their platform page on 30 September 2026, it does three things: it runs what they call millions of persona-specific prompts daily across ChatGPT, Gemini, Copilot, Claude, Grok and Perplexity, capturing stance, sentiment, sources and share of voice; it audits your site the way an assistant reads it and grades the pages; and it runs autonomous agents that are triggered by a citation drop or a competitor's move, draft the content, wait for a human sign-off and publish to your CMS. That's a complete measure-to-publish loop, and it's aimed squarely at communications teams rather than at a founder.

How much does Suede cost?

They don't say. We went through the whole site on 30 September 2026: no pricing link in the navigation and no dollar figure anywhere in the body text. A /pricing URL exists and returns a 404, while still serving the title 'Pricing' and the line 'Book a demo for Suede pricing, scoped to your organization.' Every call to action is 'Book a Demo'. That isn't evasive, it's consistent with who they sell to, because a public affairs team or a regulated operator buys through a scoping call and a procurement process rather than a checkout page. What it does mean practically is that you can't compare them on price without entering their sales cycle. TofuBofu publishes its prices: free, $99 and $499 a month, with Rule from $1,999.

Which engines does each one query?

Suede lists six on their own homepage and repeats them on the platform page: ChatGPT, Gemini, Copilot, Claude, Grok and Perplexity. TofuBofu queries ChatGPT, Claude, Perplexity, Gemini and Google AI Mode. So there are three differences rather than one. Grok is theirs and we don't have it. Copilot is theirs and we don't have it either, having removed it from our sold roster on 2 September 2026. Google AI Mode is ours and they don't list it, and Gemini is not a substitute for it. Google's Search documentation covers AI Mode as a Search feature, while the Gemini app's grounding is governed separately by the Google-Extended control, which Google states does not affect inclusion in Search.

Does it matter that Suede queries Gemini but not Google AI Mode?

It matters because they are different products with different jobs. Google's Search documentation treats AI Mode as a Search feature, while the Gemini app's grounding runs under the Google-Extended control, which Google states does not affect inclusion in Search. So a robots decision that reaches one need not reach the other. If the thing you want to change is which pages Google's AI draws on when a buyer asks for vendors, AI Mode is the surface that question lives on. We do not have a clean cross-vendor measurement of how much Gemini coverage adds, and we're not going to invent one.

Who is Suede genuinely better for?

Anyone whose risk is reputational or regulatory rather than purely commercial. Three of their four solution pages are Public Affairs and Policy, Campaigns and Advocacy, and Regulated Industries, and they make the case plainly: lawmakers, journalists and regulators use AI assistants to make sense of complex topics, and an opponent can shape what those assistants say. If you're a PAC, a trade body, a campaign, or a nuclear or pharma operator whose licence to operate depends on how you're described, that's a job TofuBofu does not do and is not built to do. Their fourth page, Corporations, is a different matter: it sells buyer-shortlist recommendation in almost the words we'd use, opening 'AI is already recommending your competitors' and 'AI makes the shortlist, not your reps'. On that one vertical we compete directly, and the honest comparison there is price, engine roster and whether you want a demo call or a card.

Who is TofuBofu better for?

A B2B founder whose problem is commercial: a buyer asks an assistant who to hire in your category and your name isn't in the answer. We're built around that one question. You can start free and see your position in a few minutes without talking to anyone, the price is on the page, and every plan queries the same engine roster rather than gating engines behind tiers. We also write the fixes, publish them and re-scan to show whether the answer moved. If you want to know whether a regulator's assistant describes your safety record fairly, we are the wrong tool and Suede is closer to right.

Do both tools actually publish content, or just report on it?

Both do, and this is the place where the two products genuinely overlap. Suede's agents are event-triggered, draft the content the monitoring calls for, hold for human sign-off and then publish via CMS. TofuBofu drafts articles against the buying questions you're losing, you review them, and they publish to your CMS through our integrations. The loop is the same shape in both. What differs is the content: theirs is issue hubs, responses and narrative material for a communications audience, ours is comparison pages, FAQ pages and buyer-question articles aimed at the shortlist. Most of the category does neither and stops at the dashboard, so on this axis Suede is nearer to us than to the trackers.

Sources and further reading

Suede Web Systems. Engine roster and positioning, read 30 September 2026. Pricing absence verified across the site the same day.
Suede platform page. Source of the monitoring, optimisation and agents descriptions.
Google Search Central, "Optimizing your website for generative AI features on Google Search". Google's guidance for its generative Search features, scoped on its own terms to Google Search including AI Overviews and AI Mode. The AI Mode half of the surface split. Last updated 10 July 2026.
Google, Common crawlers documentation. Google-Extended covers training and grounding in Gemini Apps, and Google states it "does not impact a site's inclusion in Google Search nor is it used as a ranking signal in Google Search". That is the documented basis for the Gemini-app half of the split; our longer write-up below covers the AI Mode half. Our own longer write-up of that split is linked below.
Suede, "AI Visibility for Corporations". Source of the two quoted lines. Read 30 September 2026.
TofuBofu pricing, read 30 September 2026.