Practical steps to automate your growth using Topify and turn insights into measurable visibility.
A prospect opens ChatGPT before your sales call. They type your company name, get a confident paragraph back, and form an opinion in about eight seconds. No one on your team saw it happen. That paragraph might be right. It might also describe a product you discontinued two years ago, or borrow a competitor’s feature […]
A software company has a 4.8 rating on G2. Its PR team hasn’t had a real crisis in two years. Then someone on the sales floor asks ChatGPT what it thinks of the product, and the answer is vague, three years out of date, and quietly favors a competitor. Nothing on the review sites moved. […]
A customer emails support asking why your pricing page doesn’t match what ChatGPT just told them. Someone checks, finds nothing wrong on the website, then realizes the AI invented a discount tier that never existed. That’s usually how brands find out about a hallucination: after someone already acted on it. Nearly half of consumers look for […]
A customer asks ChatGPT about your pricing before they ever land on your site. The answer sounds specific and confident: a number, a feature comparison, a claim about what you offer. It’s also wrong. Nobody at your company said it, and nobody caught it before that customer read it as fact. That’s the part most […]
A brand manager types their own product name into ChatGPT this month and gets back a pricing tier that hasn’t existed since 2024. It’s not a rare glitch. It’s the kind of error that shows up when you actually go looking for it. That’s the tension behind the headline question. Model-level benchmarks keep improving. Brand-level […]
A customer messages your support team with a screenshot. ChatGPT told them your product is 30% off this week. It isn’t. Now they’re asking why your site won’t honor “the price you advertised,” and your agent has no idea what they’re even talking about, because your brand never said that anywhere. This is what AI […]
A customer forwards you a ChatGPT screenshot claiming your company shut down last year, or got acquired, or dropped the feature they were about to buy. None of it is true. Your first instinct is to find someone to complain to, maybe even a lawyer. That instinct is understandable, and it’s also the slowest possible […]
You’ve spent two years positioning your product as enterprise-grade. Then a customer mentions that ChatGPT described you as “great for solo founders on a budget.” Gemini says something different again. Neither matches your messaging, and neither is technically a lie. It’s a guess, delivered with total confidence, and nobody on your team was watching for […]
A content team ships an llms.txt file, checks the box, and moves on. Three months later, ChatGPT still can’t accurately summarize the product page, and server logs show zero requests to the file they spent an afternoon writing. That’s not a bug. It’s the current state of llms.txt in practice. What llms.txt Actually Controls, and […]
Two SaaS companies launched llms.txt the same month last year. One saw its AI Mode citations shift within days. The other checked its server logs three months later and found exactly zero requests for the file. Same standard, same effort, wildly different outcomes. That gap is the real story behind llms.txt, and it’s why the […]
A practical guide to vetting dental SEO agencies: why local SEO carries more weight for dentists, insurance vs. cosmetic content strategy, HIPAA-safe marketing, and what to ask before you sign.
A clause-by-clause guide to SEO service agreements: what standard scope of work, KPI, payment, cancellation, IP, and liability terms should say, and which versions are worth pushing back on before you sign.
