The verdict in three sentences
For a trading house in Houston, the people questioning AI assistants like ChatGPT are not product buyers: they are trade finance banks, counterparties, NGOs, journalists and recruits. They look for proof of governance and compliance (sanctions, KYC, responsible sourcing, ESG reports actually published), and the assistant repeats what your pages and third-party sources say, or their silence. The work is measured with a dated record of the same questions, and a serious diagnostic costs roughly 4,000 to 12,000 USD on the market.
Who asks what about a trading house?
A trader's audience is narrow and demanding. Each person arrives with a precise question, and the assistant answers in a few lines. Here are realistic phrasings for an energy, metals or agricultural trader based in Houston:
| Profile | Typical question put to the AI assistant | What the answer must be able to say |
|---|---|---|
| Trade finance bank | "Who are the shareholders and executives of [company], a Houston-based trader?" | Structure, leadership, published governance |
| Counterparty | "Does [company] have a published sanctions compliance policy?" | Policy exists, date last updated |
| Industrial procurement lead | "Which LNG or refined products traders have an office in Houston?" | Actual activities, offices, contact |
| NGO or ESG analyst | "Does [company] publish a sustainability or responsible sourcing report?" | Report actually published, scope |
| Trader or analyst candidate | "Which trading houses hire juniors in Houston in 2026?" | Careers page, programs, culture |
| Trade journalist | "What is [company]'s core business and where does it operate?" | Factual description, locations |
| Supplier KYC reviewer | "Where is [company]'s registered office and which entities make up the group?" | Entities, addresses, consistency with registries |
Nobody asks an AI assistant for "the best trader in Houston". The questions are about identity, compliance and presence. That is good news: they are answered with facts, not marketing.
What gets a trader cited, or described wrongly
In this sector the main risk is less absence than inaccuracy. An assistant that confuses two entities with similar names, cites a former executive or claims no sanctions policy exists can slow down a credit line. The factors that carry weight:
- Consistent public information across the website, registries, professional profiles and press releases.
- Third-party mentions: energy and commodities trade press, industry associations, sector events in Houston.
- Dedicated factual pages on governance, compliance and offices, rather than a vague paragraph about "our values".
- Structured data describing the organization, its entities and addresses.
- Freshness: a 2022 ESG report at the top of the page suggests nothing has been published since.
Hard rule: never publish volumes, counterparties or certifications that are not actually held and cleared for publication. An assistant repeats what is written, and an approximate figure becomes a claim.
Scope and prices seen in 2026
In broad terms this work covers an audit of what AI assistants say, an upgrade of governance, compliance, locations and careers pages, alignment of third-party sources, structured markup and dated monitoring. On the US framework, there is no single federal privacy law; several states, Texas included, have adopted their own privacy statutes, and ADA website accessibility suits are frequent, hence a WCAG 2.1 or 2.2 AA target. Recruiting or newsletter emails fall under the CAN-SPAM Act. This is not legal advice.
| Item (2026 ballpark) | Specialist Houston agency | Independent consultant | Note |
|---|---|---|---|
| Diagnostic of AI answers (40 to 70 questions) | 6,000 to 12,000 USD | 4,000 to 7,000 USD | Includes questions by audience |
| Governance and compliance pages | 8,000 to 25,000 USD | 5,000 to 12,000 USD | In-house legal review on top |
| Alignment of third-party sources | 3,000 to 10,000 USD | 2,000 to 5,000 USD | Depends on number of entities |
| Dated monthly monitoring | 2,000 to 6,000 USD | 1,200 to 3,000 USD | Monthly or quarterly report |
| Secure partner area, integrations | on quote | on quote | Outside visibility scope |
These ranges reflect typical agency and consultant quotes. At Kolonell, AI visibility work is priced on quote after a diagnostic.
How to know whether it works
Need a professional website?
Kolonell builds websites that attract clients, optimized for the Sénégalese market. Free quote in 2 minutes.
The only reliable instrument is a dated record: the same list of questions, asked every month, tracking the share of answers that mention the company, the accuracy of the facts cited (executives, entities, policies) and the competitors named. No serious provider promises that an AI assistant will recommend your firm. The realistic goal is twofold: be described correctly when you are named, and appear more often on location and recruiting questions.
Mini case study
Illustrative example: Brazos Gulf Trading, a fictional 45-person refined products trader in Houston. Across 50 questions the company is named in 9 answers, or 18%, and 4 of those answers cite a former CEO. Leadership commissions a diagnostic at 7,000 USD and a rebuild of the governance, compliance and careers pages at 15,000 USD, 22,000 USD in total. If that clarity saves even two weeks of extra KYC questions on a financing line, and speeds up an analyst hire for which a recruiter would bill about 25% of a 120,000 USD salary, or 30,000 USD, the spend is quickly justified. The six-month record will show whether the share of accurate answers rises.
FAQ
Does a low-profile trading house benefit from AI visibility?
Yes, because staying quiet doesn't stop AI assistants from answering: they use whatever they find, sometimes wrong. Publishing 5 or 6 well-maintained factual pages is often enough to correct the description.
Should we publish counterparty names or volumes?
No, and there is no need. The questions from our 7 profiles are about identity, compliance and locations, not volumes.
How long before a measurable effect?
Allow 3 to 6 months, as a rule, between page updates and a visible change in the record. Correcting wrong information can take longer if third-party sources are not updated.
Who should sign off on compliance pages?
The compliance officer and in-house counsel, before anything goes live. Plan 1 to 2 weeks of review in the schedule.
What does a year of monitoring cost?
On the market, dated monthly monitoring runs 1,200 to 6,000 USD per month, about 15,000 to 72,000 USD a year depending on the provider and the number of questions.
Find out how AI assistants describe your firm. We record what AI assistants like ChatGPT tell banks, counterparties and candidates about your trading house, then we price the fixes. 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.
