The verdict in three sentences
For a commodity trading house in Toronto, the website exists first to be checked: a trade finance bank, a counterparty, an NGO or a recruit looks up your name, your offices and your compliance commitments before replying. SEO protects what people find when they search your name and your activities, while AEO/GEO deals with what AI assistants like ChatGPT answer when asked about you or about traders active in Toronto. For an established house, the best first investment is often a diagnostic of both, measured with a dated record, rather than a large content budget.
Two channels, two audiences: the comparison
Trading houses do very little product marketing. The useful visitors are bank compliance teams, procurement at smelters or refiners, specialist journalists, ESG analysts and recruits in trading, operations or risk. Some of them now ask an AI: Which metals traders are based in Toronto? Does this company publish a sanctions policy? Which concentrate traders are hiring analysts in Toronto?
| Criterion | SEO | AEO/GEO |
|---|---|---|
| What it targets | Google results on your name, activities, offices and job openings | Answers from AI assistants like ChatGPT about your firm and your category |
| Time to effect | 3 to 9 months depending on competition and site condition | Variable, often a few months, as answers shift in steps |
| Market budget (2026 ballpark) | CAD 3,000 to 8,000 a month, roughly USD 2,200 to 5,800 | Diagnostic USD 3,000 to 10,000, monitoring USD 1,000 to 4,000 a month |
| Metrics | Search Console impressions and clicks, inbound inquiries, applications | Share of answers citing the firm, factual accuracy, sources cited |
| Main risk | Working keywords that bring no counterparty | An AI that misdescribes your activities or confuses you with a namesake |
| Content it relies on | Activity, office, compliance and careers pages | The same pages, consistent with public registries and the press |
These budgets come from typical quotes by Toronto B2B agencies and public consultant rate pages; the AEO market is young and the spread is wide.
Where to invest, by situation
| Situation | Priority | Why |
|---|---|---|
| New firm or new Toronto subsidiary | Basic SEO first | Without clear pages on name, activities and address, no AI can describe you correctly |
| Established house, known brand in the sector | AEO diagnostic, then SEO upkeep | The foundations exist; the risk is a wrong or outdated answer |
| Tightly framed content (sanctions, sourcing, ESG reports) | Both, with legal review | Every statement must match what is actually published |
| Limited budget | Compliance and careers pages, then a quarterly AEO record | Those are the pages banks and candidates read |
| Hard-to-fill trading or operations roles | SEO on openings and the careers page | Candidates look up the employer on Google before applying |
| Name shared with another company | AEO first | Confusion in answers costs more than a weak ranking |
On compliance, stay factual. A house operating from Canada falls under the Canadian sanctions regime, including the Special Economic Measures Act, and some entities publish an annual report under Canada's forced labour in supply chains law, in force since 2024. The site should show only the policies and reports actually adopted, with their dates. On data and email, PIPEDA, Canada's anti-spam legislation (CASL) and, in Ontario, the AODA accessibility requirements deserve a review. This is not legal advice.
How each is measured, and what a diagnostic covers
SEO is measured with familiar tools: Search Console for impressions and clicks on activity and careers pages, the volume of qualified inbound inquiries, and the number of applications coming from search. Separate searches on your name, which measure reputation, from searches on your activities, which measure discovery.
AEO/GEO is measured with a dated record: the same questions asked of AI assistants like ChatGPT at regular intervals, with the answers archived. It shows the share of answers mentioning the firm, the accuracy of what is said (offices, activities, executives, policies), and the sources the answer leans on. No AI guarantees a recommendation and no provider can promise one; you track a trend and the quality of the information.
A serious diagnostic usually covers the technical and editorial state of the site, the consistency of public information (corporate registry, professional profiles, sector directories, press), a first record of AI answers on a question list agreed with you, and a costed recommendation on the split between SEO and AEO. At Kolonell, the diagnostic is on quote.
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Illustrative example: Lakeshore Metals Trading, a concentrates and base metals trader with a Toronto office, is weighing USD 4,000 a month of SEO against AEO work. It first orders a diagnostic at USD 6,000, then monitoring at USD 1,500 a month for 9 months: 6,000 + 9 × 1,500 = USD 19,500. The record covers 20 questions phrased 3 ways, so 60 archived answers a month and 540 over the monitoring period. Twelve months of SEO at USD 4,000 would have cost USD 48,000; management decides to keep SEO for the careers pages only, at USD 1,500 a month as a market assumption. This scenario illustrates a trade-off, not a result.
FAQ
Does a trading house really need SEO?
Not to sell a cargo, but to be found and checked. Compliance, office and careers pages are read by banks and candidates, and USD 2,200 to 5,800 a month is the 2026 ballpark in Toronto.
What do counterparties ask AI assistants like ChatGPT?
Verification questions: offices, activities, sanctions policy, published reports, executives. A record on 15 to 25 questions is enough to see whether answers are accurate.
What does an AEO/GEO diagnostic cost?
On the market, USD 3,000 to 10,000 depending on the number of questions, languages and competitors studied. At Kolonell, it is on quote.
Can we publish volumes or counterparties to get cited more?
Only what the company already publishes officially and is willing to stand behind. Inventing or rounding up volumes creates a reputational risk far larger than any visibility gain.
How do we know the investment works?
For SEO, follow clicks and inquiries over 6 to 12 months. For AEO, compare each month the share of answers citing you and their accuracy on the same questions.
Find out how AI assistants describe your firm. We record what AI assistants like ChatGPT say about your trading house and what Google shows, then propose a costed split. Request a diagnostic quote: reply within 48 hours.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.
