Sense-Making Content: Compare Your Rivals, Win 74% of Buyers, Get Quoted by AI
Gartner calls it "sense-making": help buyers compare — even rivals — to win trust. Plus the 95-5 rule and how to build AEO comparison pages that ChatGPT, Perplexity, and Claude quote, applied to Wizy.
The fastest way to win a buyer's trust in the AI era is to help them compare their options — including options that aren't you. Gartner calls this "sense-making": instead of pumping out more content about how great you are, you help the buyer make sense of a noisy, contradictory market. Traditional content marketing answers "how good are we?" Sense-making content answers "how do you compare your choices?" Counter-intuitively, the vendor who helps the buyer compare is the one who gets trusted — and gets quoted by AI.
I run Wizy, a done-for-you marketing agency for Vietnamese SMEs in Ontario. This post is the strategy behind the roomvu and Ryze vs roomvu comparisons I've been publishing — and why every local business should copy the format.
What is sense-making content (and how is it different from content marketing)?
Traditional content marketing says: "Here's why we're the best." Sense-making content says: "Here's how to weigh your options — even the ones that aren't us."
Concretely, sense-making content looks like:
- Honest side-by-side comparison pages (us vs. competitor A vs. competitor B)
- Vendor-selection criteria — the checklist a smart buyer should use
- ROI calculators that estimate real outcomes
- Price-difference explainers — why option X costs more than option Y
It feels like you're "drawing a map for the deer to run away" — handing prospects reasons to look elsewhere. But the data says the opposite: the vendor who frames the buyer's decision earns the trust, and being first to shape how a buyer thinks is a decisive advantage.
Why comparing your rivals actually wins
Three research-backed reasons this works:
- Sense-making builds trust and reduces regret. Gartner's research on B2B buying found that buyers overwhelmed by information struggle to decide; sellers who help them make sense of conflicting information are far more likely to close a high-quality, low-regret deal.
- First to shape the decision wins ~74%. Forrester's widely-cited finding is that the vendor who establishes the buying vision — who frames the criteria first — wins roughly 74% of deals. A comparison page is how you frame the criteria.
- AI engines quote comparisons. ChatGPT, Perplexity, and Claude answer "X vs Y" and "best X for Z" questions by pulling from structured, even-handed comparison content. If you wrote the clearest comparison, the AI cites you — and the buyer meets your framing first.
The 95-5 rule: why "just run campaigns" fails
Here's the uncomfortable truth from the Ehrenberg-Bass Institute (via LinkedIn's B2B Institute): at any given moment, only about 5% of your market is ready to buy. The other 95% will buy later — months or years from now.
Campaigns chase the 5%. Sense-making content captures the 95% by planting your framing in their memory before they're ready. When they finally search "best marketing agency for a nail salon in Ontario," your comparison is already the answer they trust — and the one the AI repeats.
What Wizy can learn: build AI-readable comparisons
The lesson for wizy.ca — and any local business — is to fill the landing page and blog with direct, honest comparisons that both humans and AI engines can read. Here's the concrete plan.
1. Publish honest comparison pages
Create pages like "Wizy vs a mainstream Toronto agency vs doing it yourself" and "Wizy vs hiring an in-house marketer." Show the trade-offs fairly — price, speed, language, cultural fit. Being honest about where a competitor wins is exactly what earns the trust (and the AI citation).
2. Add decision tools, not just claims
Put a vendor-selection checklist ("10 questions to ask any marketing agency before you sign") and a simple ROI calculator ("estimate leads and bookings for your salon") on the site. These are the artifacts buyers — and AI — reach for.
3. Structure content so AI can quote it
This is the AEO (Answer Engine Optimization) layer. Make each page machine-readable:
- Answer the question in the first two sentences (AI quotes the top of the page).
- Use question-style headings ("Is Wizy cheaper than an in-house marketer?").
- Use real comparison tables with clear rows and columns.
- Add an FAQ section with short, self-contained Q&A.
- Include concrete numbers, names, and dates — AI prefers checkable facts.
4. Explain your price difference openly
Wizy delivers ~$6,000 of marketing for a flat $1,997/month — but don't just state it, explain the map: what a big agency charges and why, what in-house really costs, and what you cut to hit the price. A price-difference explainer is pure sense-making — and it disarms the "why should I trust a cheaper option?" objection.
What NOT to do
Don't fake objectivity. A "comparison" that rigs every row in your favor destroys the trust you're trying to build — buyers and AI models both detect one-sided content. Concede the points where a competitor genuinely wins; that honesty is the entire mechanism. And don't hide comparisons behind a lead-gen form — AI engines can't read gated content, so it can never get quoted.
FAQ
What is sense-making content? Content that helps a buyer understand and compare their options across a noisy market — including options that aren't you — instead of only promoting yourself. Gartner identifies it as the seller behavior most likely to produce a confident, low-regret purchase.
Does comparing competitors really help you win? Yes. Forrester's research shows the vendor who frames the buying decision first wins roughly 74% of deals, and Gartner links sense-making help to higher-quality closes. Honest comparisons are how you frame the decision.
What is the 95-5 rule? From the Ehrenberg-Bass Institute: only about 5% of your market is ready to buy now; 95% will buy later. Sense-making content captures the 95% by shaping their thinking before they're in-market.
How do I make content that AI engines quote? Answer the question in the first two sentences, use question-style headings and real comparison tables, add a short FAQ, and include concrete facts. Keep it ungated so answer engines can actually read it.
Reference: Gartner (B2B buying "sense-making"), Forrester (first-to-establish-vision ~74%), Ehrenberg-Bass Institute / LinkedIn B2B Institute (95-5 rule) · Wizy.ca
#AEO #ContentMarketing #SenseMaking #B2BMarketing #SEO #LocalMarketing #GrowthStrategy
✍️ The Author: Do Ngoc Hoan Founder of CookConnects.ca & Wizy.ca. Bridging the gap between advanced algorithms and business execution. I write for technical founders looking to scale their impact with AI and robust engineering.