Tuesday morning. Your buyer chose someone else.And it’s not even close.
She typed one sentence into ChatGPT — “best [your category] tool for a 50-person team?” By the time she closed the tab, she was evaluating three vendors. Demos by Thursday. Contract by month-end. None of those three is you.
Currently tracking · 6 AI models · refreshed daily
ChatGPT
Claude
Perplexity
Gemini
Grok
AI Overviews
Every prompt in your category, scored every day across all six.
a CMO at a Series B SaaS, 2 minutes ago
best project management tools for a 50-person marketing team?
ChatGPT recommends
- 01
Asana
best for cross-functional teams
- 02
Monday.com
most flexible for marketing ops
- 03
ClickUp
best value, all-in-one
Your product
not in this answer · same result on every model
ChatGPT · Perplexity · Claude · Grok · Gemini AI Overviews · same buyer, five answers, zero of you
Tracking these SaaS brands · 20,000+ more on the platform
Wait — what just happened?
The funneldidn’t break.It just left without you.
Five years ago, this was a Google problem with a known fix. Today it’s a different problem entirely — and most SaaS marketing teams haven’t noticed. Their dashboards still show traffic. Their reports still show leads.Just fewer of each. Every quarter.
0%
of B2B buyers now start vendor research with an LLM
0mo
until category defaults harden across every model
Sources: Gartner B2B Buyer Survey 2024; SpotSaaS internal prompt research.
The proof, side by side
asana.com
Asana — Work management for teams
monday.com
Monday.com — One platform for all work
clickup.com
ClickUp — Get everything done in one app
yourbrand.com
Your Product — Project management for [your niche]
Ten blue links. You ranked fourth. The buyer clicked through, kicked tires, and found you. The funnel worked.
- 01Asana
- 02Monday.com
- 03ClickUp
Three names. No page two. You weren’t in the answer. So you weren’t in the funnel.
You used to compete on rankings — a known system with public rules.Now you compete on whether the model knows you exist.
While you’re reading this paragraph
Someone is asking AIto recommend your competitor.
Not metaphorically. Literally. Every minute of every day, buyers in your category open a chat window and ask the model some version of “best X for Y.” The model answers with three or four names. Those buyers go evaluate exactly those three or four.
The brands in those answers didn’t get there by accident. Most SaaS marketing teams aren’t shipping any of the signals that make AI trust them yet.
“best CRM for a Series A SaaS startup”
CRM“fastest project management tool for engineering teams”
Eng PM“cheapest helpdesk for a 20-person team”
Support“top alternatives to Salesforce for SMBs”
CRMLook at the scoreboard
Five brands.One conversation.Where’s yours?
Live data from our tracker — visibility scores for the project management category across ChatGPT over the last 30 days. Pick any other B2B SaaS sub-category and the shape repeats.
Five brands above 50%. Everyone else is statistical noise.
The part nobody admits
There’s a playbook.The winners are running it.You aren’t.
When we audit the category leaders, we find the same five patterns. Every time. The brands that dominate do all five. The brands that don’t — don’t.
These aren’t secrets. They’re just work most teams haven’t scheduled.
01
They’re cited in G2 / Capterra category leaders
Models pull heavily from G2 round-ups for B2B SaaS recommendations. Being in the top-5 for your sub-category is the single biggest visibility lever. Not being in those lists is fatal.
02
They publish structured “X vs Y” comparisons
Comparison pages with proper schema.org markup are AI’s favorite source for “should I pick A or B” queries. Most SaaS brands write one per year. Winners ship one a month.
03
They have use-case-specific landing pages
Pages that name a buyer explicitly (“for marketing teams”, “for HIPAA-regulated workflows”) earn citations on the long tail of intent — the queries actually getting asked.
04
Their customer evidence is public and numbers-heavy
Case studies with measurable outcomes get cited as social proof. Vague testimonials (“we love this tool!”) get ignored. Numbers in headlines beat adjectives.
05
Their technical AEO foundation is clean
AI bots can reach every page. Schema is valid. No JS-only content. Sitemap is comprehensive. Boring infrastructure work that compounds while everyone else ignores it.
Reading this list and thinking “we don’t do any of those”? That’s most teams. The gap is real — and it’s closeable.
What we ship for SaaS
Five things.Every month.No exceptions.
None of this is content marketing with an AI label. It’s a specific, repeatable practice that sits in the gap between SEO, content, and digital PR.
One senior strategist runs your account end-to-end — the person reading your data is the person shipping the work.
Citation outreach in your category
01 / 05We place you in the G2 round-ups, Reddit threads, comparison directories, and Substack posts that models actually cite. Unglamorous core work — and the single highest-ROI lever we pull.
Citation-engineered content
02 / 05Not blog posts. Evidence pieces. Use-case landing pages, comparison breakdowns, “X for [role]” pages — each one structured so LLMs can pull from it cleanly.
Competitor displacement strategy
03 / 05We map every prompt where a specific competitor beats you, then ship content + outreach to overtake them on that exact query. Surgical, not broad.
Technical AEO audit + fixes
04 / 05Crawlability across 5 AI bots, schema markup, internal linking, structured data, JS-rendering blockers. We ship the fixes. You don’t get a PDF.
Daily monitoring across 6 AI models
05 / 05ChatGPT, Claude, Gemini, Perplexity, AI Overviews, Grok. Slack the moment a competitor surges, your score drops, or a new uncontested prompt emerges in your category.
The arc, honestly
Visibility compounds.So does invisibility.
Most teams overestimate what AI visibility does in 30 days, and underestimate what it does in a year.
Here’s the realistic shape — what we’ve actually seen across our engagements.
Days 0–30
~8% liftDiagnosis + foundation
Full visibility audit. Crawlability fixes shipped. First batch of cited content live. Baseline established across all 6 models. You see your real score for the first time.
Days 30–60
~15% liftFirst moves on the scoreboard
Citation outreach lands first 3–5 placements. New content starts getting cited by Perplexity (fastest model to update). ChatGPT typically takes 60+ days to reflect changes.
Days 60–90
~28% liftCompounding visibility
Score moves measurably on 3+ models. Competitive prompts flip to wins or battles. Brief library hits 30+ pieces. The engine is running and the curve bends up.
What you’re probably thinking
We’ve heardall of these.They’re all fair.
Honest answers below — no marketing-speak, no sleight of hand.
If we can’t answer your objection, we’ll tell you that too.
“Is this just SEO with a new label?”+−
No. SEO optimizes for Google's ranking algorithm — a known thing with public guidelines. AEO optimizes for how LLMs synthesize answers from many sources. The work is genuinely different: citation density across third-party sites matters more than your own backlinks. Structured evidence beats keyword density. We don't do SEO and we won't pretend we do.
“Won't AI just learn our brand on its own eventually?”+−
Eventually, maybe. But "eventually" is a luxury most growth-stage SaaS doesn't have. The brands AI cites today become the default for years — and dethroning a default is 10× harder than becoming one. The window to lock in is now, while category defaults are still unstable.
“Our marketing team can do this in-house.”+−
They probably can — but they probably won't. AEO sits in the gap between SEO, content, and digital PR. Most marketing teams don't have anyone fully owning that gap, so the work falls through the cracks. We sit in that gap full-time, on your account specifically.
“How do we measure ROI on something that isn't a clickable link?”+−
Two ways. First, visibility score deltas — measurable, daily, against your competitors. Second, attribution: AI traffic shows up in GA4 with referrers like chat.openai.com and perplexity.ai. We wire it up so you can see AI-attributed signups in your dashboard. The funnel exists. It just looks different.
“How long until we see real results?”+−
Realistic first shifts in 30–45 days. Compounding gains start month 3. Full visibility lift typically lands in 4–6 months. We publish your score weekly so you watch movement in real time. We won't pretend it's faster than it is — the work compounds, but only if you let it run.
The SaaS brands cited todaycapture category revenuefor years.
AI models are still figuring out who they trust in every category. That state is temporary. In 18–24 months it hardens. The brands that lock in during the unstable window stay locked in. The brands that don’t — they spend the next decade trying to crowbar themselves into someone else’s answer.
You can be the brand AI defaults to.Or the brand fighting to be considered.
The audit · free, no commitment
See exactly which promptsyou’re losing.Free. 5 minutes. No credit card.
We run a snapshot on your domain across ChatGPT and email you the top prompts you’re losing, who’s winning them, and the three fastest fixes.
Not selling software? We have a playbook for that too.