Generative answer audit
We read how ChatGPT, Gemini, Perplexity, Copilot and Google's AI features answer your buyers, question by question.
You getAnnotated answer log
Generative Engine Optimization · Canada
Generative engine optimization for Canadian businesses
GEO started as an academic term and became a sales label within months. We explain what the research actually found, then show how we apply it for Canadian businesses.
- 6 AI platforms
- 50 questions, EN + FR
- No obligation
How a generated answer is assembled
Quelle clinique de physiothérapie à Ottawa offre des services en français?
Passage A
Your page · quoted
Passage C
“The clearest, best-supported passage gets quoted and linked.” 2
In short
Generative engine optimization (GEO) means shaping your content and reputation so tools like ChatGPT, Gemini and Perplexity draw on you and cite you when they write an answer. The term comes from a research paper first posted in 2023. In practice GEO overlaps heavily with AEO and rests on SEO basics. Our GEO service applies the parts that hold up, in English and French.
- Term coined in
- GEO paper, arXiv 2311.09735
- Benchmark finding
- Visibility up to 40% higher
- Closest cousin
- Answer engine optimization
- Our languages
- English and French
Why it matters
Where GEO came from, and what the research showed
ChatGPTAI OverviewsAI ModeGeminiPerplexityCopilot
The name comes from GEO: Generative Engine Optimization, by Aggarwal et al., Princeton and collaborators (arXiv 2311.09735, 2023/2024). The authors built a benchmark of queries, applied a set of content-level changes to source pages and measured how often those sources showed up in generated responses. They reported that optimization methods could boost source visibility by up to 40% in their benchmark.
That result matters because it shows the wording and substance of a page can change whether a generative engine uses it. It does not show that any business will gain 40%, and the authors never claimed it would. A benchmark is not the Toronto legal market or a Hamilton trades niche, and no one outside the platforms knows their exact weighting. We treat the paper as direction, not a forecast.
How it works
How generative engine optimization changes a page
Generative engines assemble answers from passages, so the passage becomes the thing you're optimizing.
- 01
Lead with the claim
State the answer plainly near the top of the section, so a model can lift it without needing the three paragraphs that came before.
- 02
Back it with something checkable
Specific service areas, licensing bodies, standards you follow and named sources give an engine reasons to trust the passage.
- 03
Say what competitors can't
Generic copy blends into every other page. Your process, your exclusions and your local experience are what make a passage worth citing.
- 04
Match it everywhere else
If your site says one thing and a directory says another, the engine has to pick. Consistency removes that doubt.
What we do
Our generative engine optimization services
GEO work at Answer Engine Canada is practical and measured, never a black box.
Source mapping
We list the third-party sites the engines cite in your category, from trade associations to Canadian directories and local media.
You getMap of cited sources by platform
Passage rewrites
We rework the sections of your key pages that should be quoted, keeping your voice and your facts intact.
You getRevised page sections
French GEO
Generative answers in French can draw on a different pool of sources. We give engines native French passages to work with.
You getFrench pages and question tracking
Mention plan
A realistic list of places where your business should be described, and what each listing or profile should say.
You getPrioritized mention targets
Monthly AEO scorecard
The same questions rerun each month, so you can see whether passages and mentions are starting to surface.
You getScorecard and review call
Side by side
GEO vs AEO: an honest comparison
| GEO | AEO | |
|---|---|---|
| Origin of the term | Academic paper on generative engines | Industry term from the featured snippet and voice era |
| Main target | Answers written by large language models | Any system that answers a question directly |
| Typical work | Passage quality, sources, mentions | Direct answers, structure, facts, mentions |
| Relies on SEO? | Yes, pages must be found first | Yes, for the same reason |
| How we treat it | One set of practices | The same set, under another name |
We use both terms because buyers search for both. The work underneath is the same.
Working with us
How a GEO engagement unfolds
No lock-in surprises. You see the plan, the work and the results.
Get an AEO quote- Phase 1
Pick the questions that pay
We agree on 50 buyer questions in English and French, weighted toward the services and cities that bring you the most valuable work.
- Phase 2
Read the answers closely
Beyond who gets named, we note which passages and which sources each engine seems to rely on.
- Phase 3
Rewrite and reach out
Your pages get stronger passages, and we work through the listings and profiles that describe you elsewhere.
- Phase 4
Rerun and refine
Monthly reruns tell us which changes are surfacing and which need another pass.
What is generative engine optimization in simple terms?
It's the practice of making your content easy and worthwhile for AI tools to use when they write an answer. That means clear, specific passages, accurate facts and a reputation that shows up on sources the tools already trust.
Is GEO the same thing as AEO?
For a business owner, close enough. GEO came from research on generative engines; AEO is the broader industry term. Both depend on the same groundwork, and any firm that sells them as separate programs should be able to explain the difference in your terms.
Did the GEO research prove a 40% boost for businesses?
No. The paper reported visibility gains of up to 40% for sources in its own benchmark. That is useful evidence that content changes matter, but it was not a study of real businesses or local markets, and it is not a promise of any result.
Does generative engine optimization work for French-language searches?
Yes, and it often needs separate attention. A French question can pull from different sources than its English twin, so a business with thin French pages may disappear from French answers even if it does well in English.
Should I rewrite my whole website for GEO?
Rarely. Most gains come from a small number of pages that match high-value questions. We start there, measure, and expand only when the scorecard shows it's worth the effort.
Is GEO a replacement for SEO?
No. If a page isn't crawled and indexed, a generative engine with live search has nothing to retrieve. GEO sharpens what you publish and how you're described, while SEO keeps the door open.
Find out what generative engines say about you
Request the free AI visibility check and we'll show you where you appear and which sources are cited instead.