AEO for B2B SaaS
built for head of growths.

Why AEO matters for B2B SaaS

Buyers (IT, RevOps, Finance) literally ask ChatGPT 'best [category] software' and get a 3–5 vendor short list. If you're not in it, you're not shortlisted.

The triggering moment: Pipeline drops in a quarter where competitor mentions in AI engines are up. CMO is asked by the board: 'are we showing up in AI?' and has no data.

What buyers in B2B SaaS actually ask AI engines

Sample high-intent prompts that B2B SaaS buyers ask ChatGPT, Perplexity, and Gemini when researching vendors:

• best CRM for startups
• best project management tool for engineering teams
• best email marketing platform for B2B
• best HR software for 100-person company
• best customer success platform

These are starting points. Lantern's prompt discovery process expands these into 30–150 specific prompts tailored to your product, region, and buyer sub-segment.

Attribution challenges specific to B2B SaaS

B2B sales cycles are 30–90 days. AI-referred sessions don't convert immediately, so single-touch attribution misses the influence. Multi-touch attribution with HubSpot pipeline integration is the only credible measurement model.

This is why generic AEO tools (which optimize for short B2C cycles) often produce misleading results for B2B SaaS buyers. Lantern's multi-touch attribution model is configurable for the longer cycles and multi-stakeholder buying common in B2B SaaS.

The AEO content priorities that work for B2B SaaS

Based on what we see across the category, the highest-impact AEO content investments for B2B SaaS brands are:

1. Comparison pages for every category (CRM, project management, email, etc.)
2. Bottom-funnel content that AI engines cite when buyers compare alternatives
3. Customer-quote-rich case studies that LLMs treat as authoritative
4. FAQ schema on every product page

Common AEO stacks in B2B SaaS

Profound or Peec for monitoring, Conductor or Semrush for SEO, in-house spreadsheets for the rest Lantern is positioned to plug into existing stacks (rather than replace them) — adding the HubSpot or Salesforce pipeline attribution layer that monitoring tools don't offer.

How B2B SaaS brands use Lantern specifically

Ideal Lantern ICP. HubSpot integration covers ~60% of mid-market B2B SaaS. Pipeline ROI report addresses the top buying question directly.

If you're a B2B SaaS company asking "did our AEO investment actually drive pipeline this quarter?" — Lantern's monthly Pipeline ROI Report is built to answer that question with attribution math your CFO will accept.

Example brands operating in this space

For context, some companies operating in or adjacent to B2B SaaS: HubSpot, Salesforce, Notion, Asana, Linear, Webflow, Stripe, Mercury, Ramp. AEO citation patterns in this category often involve these brands as benchmarks for share-of-voice tracking.

What Lantern's pipeline ROI report looks like for B2B SaaS

The monthly report Lantern generates for B2B SaaS customers includes:

• AEO ROI multiplier — pipeline driven divided by AEO investment for the period
• Citation funnel — prompts gained → AI sessions → contacts → opportunities → closed-won, with values at each step
• Top 10 prompts driving pipeline — which specific buyer queries are converting through your funnel
• Competitor benchmark — your share of voice vs the named competitors above, trended over time
• Recommended next moves — specific content gaps and prompt opportunities to expand visibility

The report ships as a one-page PDF in your inbox on the 1st of every month. Forward it to your CMO; they forward it to the board.