Question 1

What questions should an AEO vendor RFP ask that an SEO tool RFP would miss?

Accepted Answer

An AEO vendor RFP needs to ask four categories of questions that an SEO tool RFP would not. First, prompt-testing harness coverage: how many prompts can the platform run per day per seat, against which engines, and with what variation modeling. Second, multi-engine query support: which AI engines are covered natively, which through scraping, and what the refresh cadence is per engine. Third, citation attribution methodology: how does the platform attribute a citation to a source URL, how does it handle paraphrased mentions versus direct links, and how does it deduplicate across engines. Fourth, query-source consent and data-portability: where do the prompts come from, are they consented user prompts or synthetic, and can the buyer export the historical prompt-response corpus on exit. SEO RFPs covering keyword coverage, backlink data, and SERP refresh do not interrogate any of these AEO-specific dimensions.

Question 2

Is query-based pricing or seat-based pricing fairer for AEO platforms?

Accepted Answer

Neither model is universally fairer — the right answer depends on usage shape. Query-based pricing is more predictable for buyers running a fixed set of monitored prompts across a stable engine set, because the unit economics scale linearly with the buyer's measurement program rather than with team headcount. Seat-based pricing is fairer for organizations where many analysts need to log into the platform to view dashboards but the underlying prompt volume is concentrated in a small monitoring set. Flat or tiered pricing — common at Profound, Otterly, and Peec — works when the buyer's volume falls cleanly into a vendor-defined tier and breaks when usage spans tier boundaries. The fairness question that matters in the RFP is the overage rate, the price-lock duration, the audit and dispute mechanism for usage metering, and whether the unit definition (what counts as a query, what counts as a seat) is contractually fixed.

Question 3

What should the data-portability clause in an AEO vendor contract require?

Accepted Answer

The data-portability clause should require export of three asset classes on contract termination, in machine-readable formats, within a defined window. First, the prompt corpus the buyer has configured for monitoring, including any variant trees, persona configurations, and engine targeting metadata. Second, the historical response corpus — the actual answers returned by each engine for each prompt over the contract term, with timestamps and citation parsings. Third, the citation attribution log with source URL, mention type, and per-engine appearance count. Format should be JSON or CSV, delivered within thirty days of termination, retained by the vendor for at least ninety days post-termination to allow re-export if needed. Without this clause, the buyer is stranded — the historical baseline that gives current AEO measurement meaning lives inside the vendor and walks out the door with them on churn.

Question 4

How does the Institute for Supply Management framework apply to AEO RFPs?

Accepted Answer

The Institute for Supply Management (ISM) procurement framework applies to AEO RFPs through three core practices the discipline has codified. First, total cost of ownership analysis — ISM guidance pushes buyers to compute not just license cost but onboarding, integration, training, dispute, and exit cost, which for AEO platforms means accounting for prompt configuration time, GA4 and SFDC integration cost, analyst training, and data-export labor on contract end. Second, supplier qualification — ISM-aligned RFPs include financial stability checks, reference verification with named-account contacts, and on-site demonstration of claimed functionality, all of which apply to AEO vendors where the category is young and many vendors are early-stage. Third, scoring rubrics applied identically across vendors with documented weighting before vendor submissions arrive, which prevents post-hoc rationalization toward a preferred vendor.

Question 5

What exit clauses should AEO procurement contracts include to avoid lock-in?

Accepted Answer

AEO procurement contracts should include five exit clauses to limit lock-in risk in a category where consolidation is likely. First, a thirty-day termination-for-convenience clause after an initial commitment period, allowing the buyer to exit if vendor service materially degrades. Second, a vendor-acquisition trigger that allows termination at no penalty if the AEO vendor is acquired by a hyperscaler, search engine, or current vendor relationship of the buyer. Third, a feature-deprecation trigger if the vendor removes a contractually material capability — for example, dropping support for an engine the buyer relies on. Fourth, the data-portability clause described above. Fifth, an SLA-credit-cap clause that prevents the vendor from limiting their liability for outages to refunds smaller than the cost of replacing measurement during the outage period. Without these clauses, buyers locked into multi-year deals can be left without remedy when the category evolves underneath them.