Measure how answer-engine outputs shift your consumers’ decision-making with pre/post AI Twin reactions on responses to most asked questions by consumers
You can fight to be included in answers through AEO, but you can’t quantify how much that exposure actually changes consumers’ ratings of your brand.
There is a way to put a real number on that change.
Without a baseline and a re-read after the answer, you’re guessing whether trust, preference, or intent moved—and by how much.
There’s now a method to capture that shift in minutes, not months.
“Best overall” vs “best for families” yields different takeaways. Without testing top real queries, you can’t see how context reshapes consumer judgement.
You can finally test every context your customers actually search for.
Potential consumer, Existing customers, and churned react differently to the same answer. Without segment-level reads, you optimise to the average and miss wins.
You can now see exactly who you win with — and why.
An answer can quietly swap you from #3 to #5 in the consumer’s head. Without ranking-delta tracking, you don’t know who took your slot—or why.
It’s finally possible to watch those shifts happen in real time.
You can tweak claims, citations, or PR, but without measuring post-answer movement, you can’t prioritize what to fix or prove ROI on changes.
You can now close the loop with measurable, repeatable proof of impact.
We calculate an AEO Impact Score—your pre/post change in AI Twin brand rating and rank—so you see the exact effect size (lift or drop) of featuring in an answer.
AI Twins establish a baseline, read the answer, then re-rate. You get quantified movement in trust, preference, and intent—not guesses.
Run the top queries by intent (“best overall”, “best for families”, “under £500”, etc.). See which contexts move you up or down and prioritise the ones that change minds.
Break results by segment (value-seekers, pros, first-timers, region). Identify high-lift pockets and tailor messaging where impact is proven.
A before/after displacement map shows who you nudged out of the top 10—or who displaced you—so you can target the exact rival and reason.
We surface the answer features most correlated with lift (claims, proof points, citations). Get actionable briefs, update assets, and retest to prove ROI.
Discover how Answer Engine Optimization
by keeping a tab on the influence it has on your consumers
consumr.ai is a consumer intelligence platform that analyses behavioral data from tik tok, meta, google, snapchat and pinterest to tell you what your audience thinks, searches, buys and content they consume. Unlock the power of first party intelligence strengthened by real time behavioral signals from digital marketing platforms.
consumr.ai is a consumer intelligence platform that analyses behavioral data from tik tok, meta, google, snapchat and pinterest to tell you what your audience thinks, searches, buys and content they consume. Unlock the power of first party intelligence strengthened by real time behavioral signals from digital marketing platforms.