Your Competitors Are Being Cited by ChatGPT. You’re Not. Let’s Fix That.
B2B buyers are building their shortlist inside AI chatbots — before they ever reach your website. Sproutworth engineers your content to be the brand they find.
Vinay Koshy · Host, Predictable B2B Success · 500+ B2B tech CEO interviews
Free. 48-hour turnaround. Built for funded B2B tech companies (seed to Series C).
Your buyers are building their shortlist in AI chatbots — and 44% of B2B SaaS companies never appear on it.
A Series B SaaS company. 80 employees. Growing fast. In December their CMO searched “best [category] software for mid-market teams” in Perplexity. Three competitors appeared. They didn’t. The following month, a deal they’d worked for four months went to one of those three. When they asked the prospect how they’d researched, the prospect said: “We’d already made our decision before we started talking to vendors.”
That’s not an edge case. That’s the pattern.
69% of B2B buyers chose a different vendor than they originally planned, based on what an AI chatbot told them. One in three bought from a company they’d never heard of before. The AI recommended it. That was enough to get them on the list.
The consideration set has shrunk from roughly 12 vendors to 3 to 5. 95% of winning vendors were on the day-one shortlist. If you’re not in an AI’s answer when your buyer searches your category, you don’t lose the deal. You’re never part of it.
71% of B2B buyers now rely on AI chatbots for software research — up from 60% seven months ago. (G2, April 2026)
Here’s what makes this hard to catch. AI citations don’t show up in last-click attribution. When ChatGPT recommends you, there’s no click, no session, no GA4 event. The buyer researches you, forms an opinion, and only then visits your website or reaches out. Your CRM logs it as direct traffic.
AI-referred traffic converts at 14.2% vs. Google organic’s 2.8% — a 5.1x advantage. The problem is getting into the answer in the first place.
I’ve interviewed over 500 B2B tech CEOs on the Predictable B2B Success podcast. The ones losing ground fastest are invisible to AI buyers — and most of them only find out when a competitor wins a deal they should have been in.
“I keep hearing AI search matters but I have no idea if we’re winning or losing in it.”
The most common thing CMOs at funded B2B tech companies tell me. The free audit changes that.
One program earns you AI citations and search rankings from the same content — and AI-referred visitors convert at 5x the rate of Google organic.
Traditional SEO earns you a position in Google’s results. AEO earns you a citation inside an AI’s answer. The structural changes that make content citable by AI — direct-answer format, entity specificity, corroborated claims, passages that stand alone — also strengthen traditional SEO signals. One program, both channels.
Here’s what that looks like in practice. A Semrush study found that ChatGPT regularly cites pages sitting at position 21 or lower on Google. AI engines don’t weight domain authority the way Google does. They use query fan-out: running multiple search variations simultaneously, then synthesizing answers from content that gives the clearest, most direct response. A tightly structured page from a niche source can outperform a corporate site with 10,000 backlinks — if the structure is right.
That’s the opening. Most of your competitors haven’t taken it yet.
01 / Audit
See exactly where you’re missing
We test your brand across ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini for the 15–25 queries your buyers are actually running. You see exactly where you’re cited, where competitors appear instead, and which gaps carry the highest pipeline value.
02 / Optimize
Engineer every piece to be cited
We restructure your existing content — and write net-new pieces where needed — so AI engines can extract, cite, and recommend it. Every piece is also engineered to rank in traditional search. Both goals, same work.
03 / Track
Board-ready metrics from day one
Citation frequency, share of model vs. competitors, AI-referred sessions with conversion rates from GA4, and self-reported attribution from closed-won deal reviews — the only way to capture AI influence that last-click attribution misses.
Four metrics your CMO can take to the board — including one that captures deals your analytics platform will never show you.
35 to 52% of branded-query attribution gets stripped from GA4 when AI Overviews or chatbots are involved. Standard analytics can’t prove what it can’t see. Here’s what a mature AEO measurement program actually tracks.
Citation Frequency
How many times your brand is cited across the 5 main AI engines for your target query set. Measured weekly. Trending up means the content structure is working.
Share of Model
Your citation percentage vs. key competitors for category-level queries. 90% of B2B marketing leaders rank AI visibility as an investment-level priority (Forrester, April 2026) — this is the metric that quantifies it.
AI-Referred Sessions
ChatGPT.com, Perplexity.ai, Claude.ai, and Gemini show up as referrers in GA4 when users click through. This is the traffic channel that converts at 14.2% — vs. Google organic’s 2.8%.
Self-Reported Attribution
Add one question to every closed-won deal review: “Before you contacted us, did you see us mentioned in an AI tool?” Log it in your CRM. Over 90 days you accumulate the deal-level proof that no analytics platform can generate for you.
Built for B2B tech companies with $50K+ deal sizes — where the buyer research pattern makes AI citations worth winning.
Sproutworth works exclusively with funded B2B tech companies at seed through Series C. The buyer journey for a $50K–$300K software deal — buying committee of 11 to 14 people, 60% of the journey completed independently before talking to sales — is fundamentally different from optimizing a product page for retail search. The AI queries are different. The citation patterns are different. The measurement is different.
Most AEO agencies serve everyone. Ecommerce brands, local businesses, enterprise corporates, B2B SaaS — one methodology applied across categories with wildly different buyer journeys.
The other thing that sets Sproutworth apart: we write. Most AEO providers optimize existing content. We can do that. But for companies where the founder is the authority signal — and in B2B tech, the founder usually is — content written in your voice, structured for AI citation, published under your name is significantly more effective than technically optimized content that reads like it came from an agency.
One program. SEO rankings and AI citations from the same content. Written in your voice.
Three mechanisms that separate AI citations from educated guesswork — and why most agencies get them wrong.
Most AEO content is educated guesswork. Agencies are reverse-engineering AI behavior from outputs, pattern-matching what seems to get cited, and selling it as a system. Some of it works. Most of it is SEO repackaged.
Sproutworth’s approach is built on three verified mechanisms.
Query Fan-Out
When you search ChatGPT or Perplexity, the model doesn’t run one search. It runs dozens of variations simultaneously and synthesizes from hundreds of sources — including content at position 21+ on Google. Domain authority matters less than content structure and answer clarity. That’s a very different optimization target from traditional SEO.
Narrative Presence as Trust Signal
Ahrefs ran a controlled experiment where they created a fictional luxury brand — no website authority, no backlinks — and seeded narrative content about it on Reddit and Medium. Gemini and ChatGPT completely ignored the official brand site and cited the fabricated Reddit backstory as fact. AI models register repetition and narrative detail across multiple sources as credibility. Your brand’s presence on forums, third-party comparisons, and community sites is an AI citation signal.
Atomic Passage Extraction
AI engines don’t quote pages. They extract passages that can stand alone as a complete answer. A well-structured 80-word paragraph with a clear claim and specific evidence gets extracted over a 4,000-word guide that buries the answer mid-page. We engineer every piece for extraction: direct-answer opening paragraphs, standalone answer blocks, entity-specific claims that don’t require the surrounding text to be useful.
Questions founders and CMOs ask before starting
What does the engagement look like after the audit? +
The audit delivers a report showing your citation footprint across ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini for your 20 most valuable buyer queries — mapped against your 3 main competitors, with an estimated pipeline value attached to each gap. If what we find warrants action, we scope an engagement around your highest-value gaps: typically a mix of content restructuring for existing pages and net-new pieces targeting queries where competitors are being cited and you aren’t. You get a measurement dashboard covering citation frequency, share of model, and AI-referred sessions in GA4.
What KPIs can I report to the board? +
Three that connect to numbers the board already understands: citation frequency trending up over 90 days (market presence), share of model vs. named competitors (competitive position), and AI-referred session conversion rate (14.2% for AI-referred traffic vs. 2.8% for Google organic — a 5.1x advantage). If you’ve built self-reported attribution into deal reviews, you can add: “X% of closed-won deals in Q[N] reported AI search as an influence in their research.”
Is AEO just repackaged SEO? +
The mechanism is genuinely different. AI engines use query fan-out and treat brand presence across Reddit, Quora, and industry forums as credibility signals — not backlinks. Ahrefs ran a controlled experiment where a fictional brand with zero domain authority was cited by Gemini and ChatGPT over the brand’s official website, because third-party forum content was more narrative-rich. That’s not how Google works.
How fast will I see results? +
First AI citations typically appear within 60 to 90 days of implementation, assuming content is indexed and structural changes are in place. Compounding effects build over 6 to 12 months as content accumulates and brand presence across the web increases. AEO returns come faster at the front end than traditional SEO, which is why early-stage companies typically weight AEO more heavily early on.
How do I know if Sproutworth is the right fit? +
Sproutworth works with funded B2B tech companies at seed through Series C where the deal size justifies the buyer research pattern we’re optimizing for. If your average contract value is above $20K and your buyers research independently before engaging sales, the citation gaps we find are almost always commercially significant.
What’s the risk of waiting 6 more months? +
Every week you wait, competitors are building citation patterns that take months to displace. AI engines weight established presence — the company that owns the citation now is significantly harder to move out in six months than it is today. 44% of B2B SaaS companies are already functionally invisible to AI buyers. The free audit tells you exactly where you stand in your specific category.
What happens in the free audit? +
We run your brand against 15 to 25 queries your buyers are actually searching across ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini. We map citations against your 3 main competitors. You see exactly where you’re cited, where competitors appear instead, and which gaps carry the highest estimated pipeline value. Most companies find 3 to 5 high-value queries where a direct competitor is being recommended and they aren’t. Turnaround is 48 hours. No contract required to start.
Free AEO Audit
Tell us about your company and we’ll run your audit within 48 hours.
No contract. No sales call required to start. Just fill this in and we’ll send you exactly where you’re being cited — and where competitors are beating you — across ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini.
Find out exactly where your competitors are beating you in AI search — in 48 hours, for free.
Most companies I audit find at least 3 to 5 high-value queries where a direct competitor is being recommended by ChatGPT or Perplexity and they aren’t. That’s the starting point.
If what we find is significant, we’ll talk about what fixing it looks like. If it isn’t, you’ll know exactly where you stand in AI search — which is more than most B2B marketing teams can say right now.
Free. 48-hour turnaround. No contract required.
P.S. The audit is free. What it shows you — exactly which queries your competitors are winning in AI search, which queries you’re invisible in, and what those gaps are worth in pipeline — isn’t available anywhere else. Most companies who see it wish they’d asked for it six months ago.
What is Answer Engine Optimization?
Answer engine optimization (AEO) is the practice of structuring your content so AI engines — ChatGPT, Perplexity, Google AI Overviews, Claude, Gemini — cite you when buyers search your category. 51% of B2B software buyers now begin their purchasing process in an AI chatbot. The brands those engines recommend get the call. The brands they don’t mention lose deals before the prospect ever reaches a website.