Topify.ai is a Generative Engine Optimization (GEO) platform powered by one-click Agent that helps brands get recommended by AI.
Both launched within a week of each other. Both offer a 1,000,000-token context window. Both charge $5.00 per million input tokens. On paper, the spec sheet makes the choice look like a coin flip. It isn’t. Beneath the pricing parity, a measurable performance gap has emerged across benchmarks, real-world coding tasks, and total cost of […]
A practical 2026 guide to where your brand actually gets found, and what to do about each platform. Most brands treating AI visibility as a single channel are already behind. ChatGPT, Claude, and Perplexity don’t work the same way. They don’t pull from the same sources, they don’t serve the same users, and they don’t […]
You’ve watched your Google rankings hold steady for months. Then a prospect tells you they “just asked ChatGPT” for a recommendation in your category, and your brand wasn’t in the answer. Your competitor was. Twice. The gap between traditional SEO performance and AI search visibility is growing faster than most marketing teams realize. Over 73% of […]
Most model updates don’t require marketers to change anything. Claude 4.7 is different. Released on April 16, 2026, Claude Opus 4.7 introduced a “Hybrid Reasoning” architecture that doesn’t just generate smarter outputs. It changes how AI systems evaluate, cross-reference, and ultimately recommend brands to users. If your content strategy was built around Claude 4.5 or […]
Most AI cost comparisons stop at the price table. That’s the wrong place to stop. DeepSeek V4 Flash is generating real buzz in marketing circles, and for good reason: it’s priced at $0.14 per million input tokens, making it over 90% cheaper than Claude Haiku 4.5 and significantly cheaper than GPT-4o Mini. For teams running […]
You picked a keyword. Built the content. Earned the backlinks. Then a procurement manager asked GPT-5 to recommend vendors in your category, and your brand wasn’t in the response. A week later, a developer queried DeepSeek V4 for the same use case, and again, nothing. The issue isn’t your content quality. It’s that each AI […]
You’re building a GEO monitoring pipeline. You’ve priced out Claude’s API, and the math is starting to look uncomfortable. Sonnet’s reasoning is sharp, but at $3.00 per million input tokens, running it across thousands of daily brand mentions burns budget fast. Haiku is five times cheaper, but you’re not sure where it’ll break down. The […]
You’ve searched “best AEO tool,” opened G2, and found a dozen platforms with 4.5-star ratings. Every one of them claims to track AI search visibility. Every one of them shows a clean dashboard screenshot. But after reading 40 reviews across five tools, you still can’t tell which one will actually tell you something useful. That’s […]
You’ve probably seen the dashboards. Visibility scores. Mention trends. Charts that go up and to the right. But when your CMO asks why your brand lost ground to a competitor on a specific ChatGPT prompt, most AEO tools go quiet. That’s the gap this review is about. G2 reviews reveal something most vendor pages don’t: […]
You asked ChatGPT a question in your category. It gave a confident, sourced answer. Your brand wasn’t in it. Not even close. The problem isn’t your content quality. It’s that AI engines have already decided which industries and which domains they trust, and most brands have no visibility into that decision. New data from a […]
Your site ranks #1 on Google for “best enterprise CRM.” You’ve got the backlinks, the domain authority, the optimized title tag. Then a prospect asks ChatGPT for a recommendation. It names Salesforce and HubSpot, with detailed reasoning. Your brand doesn’t appear. That prospect never searches Google. You never know they existed. This is the core […]
Here’s what happened when an engineering lead asked Perplexity, “What’s the best CI/CD tool for enterprise deployments?” The answer came back in seconds: Harness Engineering, with a two-paragraph explanation, a cost breakdown, and a link to its documentation. No search results page. No comparing 10 tabs. Just a selection. That’s the new procurement funnel for […]
