How to compare AEO tools for your stack

Six dimensions, twenty minutes per tool, a defensible decision. The exact evaluation framework that survives a buying-committee review.

Updated 2026-04-20 · How-to guide · ~7 min read

AEO tools are 18 months into their category formation, which means feature comparison charts are misleading and disappear within a quarter. The durable evaluation criteria are structural: which buyer is the tool built for, which integrations are real, which pricing scales with you. Here's the six-dimension framework.

Required tools

  • A spreadsheet for the scorecard
  • Demo access to 3–5 tools (most offer 14-day trials)
  • Sample monthly reports from each vendor (ask if not on website)
  • 60–90 minutes of buying-committee time for the final scoring session

The steps

1

Dimension 1: Which buyer is the tool architected for?

Most AEO tools were built for one of three buyers — SEO team (Profound, Conductor), CMO/Head of Growth (Lantern), or content team (Scrunch, AthenaHQ). The architecture follows the buyer. Buying a SEO-team tool when your decision-maker is the CMO is the #1 cause of unrenewed contracts.

2

Dimension 2: CRM integration depth — is pipeline attribution native or an export?

Ask: does the tool write to my CRM directly, or do I export a CSV and join it in a spreadsheet? Native CRM (HubSpot, Salesforce) means the tool writes deal-side properties. Export-only means manual joins every month, which means it stops happening after 60 days.

3

Dimension 3: Engines covered + monitoring frequency

Minimum coverage in 2026: ChatGPT, Perplexity, Claude, Gemini. Bonus: Copilot, You.com, Brave AI. Monitoring frequency: daily is the floor, hourly is overkill (citation positions don't change that fast). Verify the engine list against the tool's own changelog — many lists are aspirational.

4

Dimension 4: Prompt scaling model — how does pricing change as you grow?

Some tools price per prompt monitored, some per engine, some per brand, some per seat. The 'per prompt' model is the cleanest and most predictable; 'per seat' rewards small teams and punishes growth. Run the math on month 12 — what does the tool cost when you've doubled prompts?

5

Dimension 5: Reporting — what does the monthly executive deliverable look like?

Ask for a sample monthly report from each vendor. The good ones show pipeline ROI, prompt-level performance, competitor share-of-voice, and a 'next actions' section. The bad ones show citation count and a chart of share of voice. The deliverable is what your CMO will actually use.

6

Dimension 6: Roadmap velocity and category position

AEO is moving fast. Read each vendor's last 6 months of changelog. A tool that shipped 12 features in 6 months is alive. A tool that shipped 2 is either dying or coasting on a flagship feature. Also: who funds them? VC-backed tools (Profound, Peec) ship fast but may pivot. Bootstrapped tools (Lantern) ship slower but rarely get acquired and shut down.

7

Score each tool on all six dimensions, weight by what matters to your team, decide

Build a simple scorecard. CMO's weights might be: buyer-fit (3x), CRM integration (3x), reporting (2x), engines (1x), pricing (1x), roadmap (1x). Score each tool 1–5 on each dimension. The highest weighted total wins. Document this — it's the artifact that justifies the choice in front of finance.

Common mistakes

  • Comparing on feature count — feature counts will be obsolete in 90 days. Compare on architecture and buyer-fit.
  • Skipping the sample monthly report — this is the actual deliverable; if it's bad, the rest doesn't matter.
  • Not running the 12-month pricing math — month-1 pricing is a lure; month-12 is what you live with.
  • Forgetting to ask about contract length and exit terms — many AEO tools require annual prepay with no out-clause.

Where this fits in the AEO pipeline attribution stack

The steps above are one link in a longer chain. In order: you pick prompts to monitor, you track AI-referred sessions, you tag contacts in your CRM, you roll attribution up to the Deal object, you report pipeline dollars to the CFO. If you skip any link, the chain breaks and the number you quote to finance can't be defended in an audit.

If you're still evaluating which tool to run this workflow on, Lantern's AEO tool comparison hub has honest head-to-head pages for Profound, Scrunch, Peec AI, AthenaHQ, and HubSpot's own AEO product — scored on the dimensions that matter for a CMO buyer (CRM integration depth, reporting quality, prompt-scaling economics).

If you're about to walk this work into a budget review, the CFO's Guide to AEO Budget Defense has the memo template, the five-slide deck structure, the attribution-math cheat sheet, and the three most-common CFO objections with counter-arguments. It's the long-form companion to this how-to and was written for the renewal conversation specifically.

The operational rhythm that works: run the steps above once to set up, then review the output monthly in a 15-minute standing meeting with your Head of Growth and RevOps lead. Quarterly, re-audit your prompt list, your content backlog, and your attribution lookback window. Annual: present the full-year AEO ROI trend to the board. That cadence is what separates teams who ship an AEO dashboard once from teams who run AEO as an ongoing budget-defensible channel.

FAQ

Common questions.

Is there a single 'best' AEO tool?
No. The best tool depends on your buyer (SEO team vs CMO), your CRM (HubSpot vs Salesforce vs none), and your stage (early monitoring vs revenue attribution). Lantern's compare hub at /compare/ has honest head-to-head pages for the major options.
How long does an AEO tool selection take?
Realistic: 3–4 weeks. 1 week of vendor demos, 2 weeks of trials with real prompts, 1 week of internal scoring + finance approval. Compressing this below 2 weeks usually leads to buyer's remorse within the first quarter.
Can I use multiple AEO tools?
Yes — many teams use Profound or Peec for SEO-team monitoring AND Lantern for CMO-level pipeline reporting. They serve different stakeholders and don't conflict. The cost is two contracts; the benefit is each team gets the surface they actually use.
What's the lightest-weight starting point?
If budget is tight, Lantern Starter at $99/mo gives you HubSpot-native pipeline attribution for one brand and ~50 prompts. That's enough to prove AEO ROI in one quarter and earn the bigger budget for a more complete tool.

Lantern ships this as a monthly report.

Instead of hand-wiring the steps above, Lantern installs the HubSpot properties, the JS snippet, and the pipeline attribution workflow in under 30 minutes — then ships the monthly ROI report your CFO signs off on. $99/mo Starter or Enterprise. 14-day free trial.

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