A prospective customer can now ask an AI assistant to explain a category, compare approaches and prepare questions before opening a supplier website. By the time your analytics record a visit or sales receives an enquiry, part of the buying conversation may already have happened.
That does not make the machine your new audience. The buyer is still the audience, and the buyer still has to make a defensible decision. Content now needs to survive three human tests: can the buyer understand the claim, can they verify it, and can they explain it accurately to somebody else?
Preference forms before the call
Gartner surveyed 645 B2B buyers in 2025 and reported that they used an average of seven information sources during a recent purchase. Forty-five per cent used generative AI, mainly to gather information about vendors and products. The same study found that 67 per cent preferred an experience without a sales representative, while 70 per cent preferred a completely digital, self-service experience.
The pattern starts even earlier in 6sense's 2025 study of nearly 4,000 B2B buyers. Ninety-four per cent said their teams had ranked the shortlist before engaging sellers, 95 per cent ultimately chose a vendor from their Day One shortlist, and buyers initiated 79 per cent of seller engagements. The exact percentages belong to those studies, not every market. The commercial lesson is broader: content can influence preference before your team knows a decision is active.
AI can organise information. It cannot create your lived evidence.
If your pages repeat the same category claims as every competitor, generic language is easily collapsed into a generic summary. More importantly, it gives the buyer little reason to remember or believe you. Your advantage lies in material that belongs to your company: a decision somebody made, the conditions they faced, the trade-off they accepted, what happened next and what the experience taught them.
Google's guidance on people-first content offers a useful editorial test. It asks whether content demonstrates first-hand expertise, makes authorship clear and explains who created it, how it was produced and why it exists. Search guidance is not a campaign strategy, but these questions expose thin content quickly. A named expert with a defined basis for the claim gives the buyer something a summary alone cannot provide.
- Identify the person who owns the insight and explain why their experience is relevant.
- Name the situation or decision that produced the lesson, without revealing protected information.
- Separate what your team observed from what it inferred or recommends.
- Link important external facts to the original research rather than to another summary.
Sources: 4
Write for the buyer behind the buyer
The person who discovers your content may not be the person who can approve the decision. Edelman and LinkedIn describe hidden buyers as final decision-makers from functions such as finance, operations, legal, compliance and procurement. In their 2025 US study of 1,934 business executives, 71 per cent of hidden buyers reported relatively little or no interaction with sales, yet 55 per cent used thought leadership when vetting vendors.
These readers need more than a polished promise. Sixty-four per cent of hidden buyers in the same study said thought leadership was a more trustworthy basis for assessing capabilities than marketing materials and product sheets. Your content has to travel beyond its first reader. It should help an internal advocate explain the value, evidence, risk and practical consequence to people you may never meet.
Imagine a marketing lead forwarding your article to finance. Marketing may see the opportunity immediately. Finance is more likely to ask what changes operationally, what the evidence proves, where the limits sit and what delaying the decision could cost. The same piece should help both readers reach the next useful question.
Sources: 3
Make every important claim verification-ready
Source-backed does not mean covering every sentence in footnotes. It means placing evidence where the buyer is most likely to question the argument. A major statistic should lead to the original study. A company claim should identify the experience behind it. A recommendation should explain the reasoning that connects the evidence to the action.
Our recommended fact record has five parts. Build it before the article, film or campaign asset is produced. It gives writers, designers, editors, subject experts and sales teams one approved basis for the story. It also makes later updates easier because the team can see which claims depend on changing research and which come from durable company experience.
- Claim: state one precise point rather than a broad promise.
- Basis: record the experience, data or observation supporting it.
- Source: link to the closest available primary evidence.
- Meaning: explain why the point matters to this customer.
- Boundary: state when the conclusion may not apply.
Give sales a better job than repeating the website
Self-directed research does not remove the human conversation. Gartner's 2026 study found that 69 per cent of B2B buyers preferred to validate AI-generated insights with sales representatives. In a self-directed buying journey, the seller's highest-value role is validation. They can add context, test fit, reduce uncertainty and help the buying group decide what the evidence means in its own situation.
That role becomes harder when the company tells different versions of the story. A separate Gartner survey reported that 69 per cent of B2B buyers had found inconsistencies between a supplier's website and its sales representatives. The source record behind your content should therefore feed the website, presentations, proposals and sales conversations. Consistency creates the platform from which a person can offer useful judgement.
Keep one shared source file for the claims used across a campaign. Record when important facts were last checked, agree the language for capabilities and limitations, and give sellers the context behind each claim rather than only the approved sentence. The website can answer the common question. The person can help the buyer apply the answer.
What this means for your next campaign
Do not answer earlier, self-directed research with a larger volume of generic copy. Help the buyer reach a decision they can defend. Start with one useful question, mine the experience inside the company, check every material claim and show the reasoning between evidence and action. Then make the same source record available to everyone who communicates the story. Whatever route brings your content into the buying journey, clear authorship, relevant experience and consistent human judgement are what make it worth trusting.
Sources
- Gartner Survey Finds 69% of B2B Buyers Turn to Sales Reps to Validate AI-Generated Insights Gartner
- The B2B Buyer Experience Report for 2025 6sense
- 2025 B2B Thought Leadership Impact Report Edelman and LinkedIn
- Creating Helpful, Reliable, People-First Content Google Search Central
- Gartner Sales Survey Finds 61% of B2B Buyers Prefer a Rep-Free Buying Experience Gartner