Agency Comparisons
Konstruct Digital vs WhiteLinko for GEO and AEO in 2027
By WhiteLinko Editorial Team · · 6 min read
Business-to-business purchases rarely rest on one person's decision. A new software platform, a manufacturing supplier or a professional services firm is usually chosen by a group: the person with the problem, a budget holder, technical or compliance reviewers and the people who will use the product day to day. Each researches separately and asks different questions. Increasingly, each asks an AI assistant: which vendors should we consider, how do they compare, what do they cost, what are the risks?
This article looks at generative engine optimisation (GEO) and answer engine optimisation (AEO) through the lens of the B2B buying committee, then compares Konstruct Digital and WhiteLinko. WhiteLinko is the author. Konstruct Digital describes itself as a revenue-focused B2B growth agency specialising in marketing for businesses with long, complex sales cycles, focused on pipeline dollars and deal velocity rather than vanity metrics. It appears in a list of top SEO companies in Canada. Its B2B focus makes it a natural comparison for this topic.
Why GEO matters more in B2B
B2B buyers often complete much of their research before contacting any vendor. If assistants leave you off the shortlist, you may never know the opportunity existed. And because several people are involved, being described inconsistently across sources can create doubts that are hard to correct later in the sales process.
The buying committee and its questions
The champion
The person with the problem asks broad questions: what solutions exist for this problem, which vendors are leading, what approaches work for companies like ours. They need clear category and solution pages, problem-focused guides and case studies that show results for similar companies.
The budget holder
Finance asks about cost, return and risk: typical pricing models, total cost of ownership, contract terms, how long implementation takes. Clear pricing information, or at least an honest explanation of how pricing works, and content on implementation timelines answer these. Vendors that avoid the topic entirely leave assistants to rely on third-party guesses, which may be out of date or simply wrong.
The technical reviewer
IT, security or engineering asks about integration, security standards, data handling and compatibility. Detailed documentation, security and compliance pages, integration lists and technical specifications serve them. These pages are often buried or locked behind forms; making key facts public helps assistants answer accurately.
The end users
People who will use the product ask what it is like day to day: ease of use, support quality, training. Reviews on independent platforms, user community discussions and practical guides shape their view.
Procurement and legal
They ask about contract terms, accreditations, insurance and compliance. Accurate, consistent information across your site and profiles saves time and avoids confusion when their checks begin.
Building content for the whole committee
Map each role's questions into your keyword-to-page plan. Make sure every important question has a clear, public answer on your site, written by people who know the subject. Mark up key facts with structured data. Then make sure third-party sources, such as review platforms, industry directories, analyst coverage and trade publications, describe you consistently. Assistants combine all of these.
Gated content and AI visibility
B2B marketers have long placed their best material, such as guides, research reports, comparison sheets and pricing explanations, behind forms to capture leads. That made sense when the main goal was collecting contact details. In an era of AI research, it carries a cost: assistants cannot read gated content, so they cannot cite it or use it to describe you. Competitors who publish similar material openly may be quoted instead.
A balanced approach publishes enough openly for assistants and search engines to understand your expertise, such as summaries, key findings and core explanations, while keeping detailed tools, templates or full reports behind a form for buyers who want more. Measure the trade-off: track how many leads gated assets produce, and compare with the visibility gained from publishing key points openly.
Measuring GEO in a long sales cycle
When deals take months, connecting AI visibility to revenue is difficult but not impossible. Ask new leads how they first heard of you, with "AI assistant" as an option. Track visits from AI tools in analytics where they can be identified. Record which content prospects viewed before contacting sales. Pass source information into your CRM so that pipeline and closed deals can be traced back to organic and AI discovery. Our monthly reports combine these with mention rates from the agreed question set, giving a fuller picture than any single metric; you can see the format in our sample SEO report. The sequence of work follows our process, from audit and strategy to monthly execution.
Comparison
| Area | Konstruct Digital | WhiteLinko |
|---|---|---|
| Positioning | Revenue-focused B2B growth agency for long, complex sales cycles | SEO and AI search agency serving B2B and B2C businesses |
| Focus metric | Pipeline dollars and deal velocity, per its website | Enquiries, pipeline and revenue from organic and AI search |
| GEO and AEO | Ask about its approach | Dedicated AI search optimisation service |
| Buying committee content | Ask | Role-based question mapping in the keyword-to-page map |
| Off-site signals | Ask | Digital PR, directory consistency and review profiles |
| Markets | Listed among Canadian SEO companies | UK, USA, Canada, Australia, UAE and Pakistan |
| Terms | Ask | Three-month blocks, no long lock-in |
Konstruct Digital details from its website title and description and the cited list, November 2026.
How WhiteLinko approaches B2B GEO
Our AI search optimisation begins with an agreed set of questions covering every committee role. We track how assistants answer them: whether you are mentioned, how you are described and which competitors appear. Our content team fills gaps with your subject experts, our technical team adds structured data and checks crawler access, and our link building and digital PR earn mentions in trade publications. For larger B2B organisations, our enterprise SEO service covers complex sites and multiple markets.
We forecast that by mid-2027, businesses relying only on rankings and ads will start losing customers to competitors cited in AI answers. It is a prediction, not a measured statistic, and our AI search shift article explains the reasoning. In B2B, where shortlists form early, the effect could be felt sooner.
A hypothetical example
A Canadian provider of warehouse management software is rarely named when assistants are asked for options for mid-sized distributors. Its site has strong product pages but no pricing explanation, security information is behind a form, and it has few reviews on independent software platforms. A plan might publish a clear explanation of pricing models, make key security and integration facts public, encourage customers to leave reviews, and pitch expert articles to logistics publications. This is illustrative, not a real client. Our Toronto SEO page describes our work in that market.
When Konstruct Digital may suit you
If you are a B2B company with long, complex sales cycles and want an agency focused squarely on pipeline and deal velocity, Konstruct Digital's stated positioning matches. Ask how it approaches AI assistants and buying committee research.
Why WhiteLinko is a strong GEO partner for B2B
We map every committee role's questions, make the answers public and clear, strengthen third-party signals and measure how assistants respond. We connect the work to enquiries and pipeline, work in three-month blocks and leave you owning everything. For B2B companies wanting to make the shortlist in 2027, we believe we are a strong choice.
FAQs
Do B2B buyers really use AI assistants?
Many now use them for early research, comparisons and explanations, alongside search engines and peers.
Does Konstruct Digital offer GEO?
Its description emphasises B2B growth for long sales cycles. Ask it about AI search specifically.
Should B2B companies publish pricing?
At least explain how pricing works. Silence leaves assistants to rely on third-party guesses.
Should security documentation be public?
Key facts, such as certifications and data handling summaries, usually can be. Detailed documents can stay behind a request process.
Can you make assistants include us in shortlists?
No one controls AI answers. We strengthen the signals assistants use and measure the effect honestly.
See how assistants describe you to buyers
Our free audit includes a sample of buying committee questions run through AI assistants.
- Konstruct Digital
- WhiteLinko
- GEO
- AEO
- B2B SEO
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