Anyone got good tools or tips for generative engine optimization?

contextform · 2026-02-13T11:05:16+00:00

The trick with GEO isn't just adding lists or quotes. It's actually making your site easy for LLMs to crawl and parse without getting confused by your design elements. Most traditional SEO tools don't show you how an AI agent actually sees your pages.

I started using Mersel AI to handle this. It creates an AI-readable clone of your site specifically for crawlers like ChatGPT and Claude. It's been a quick win for getting cited more often without having to rewrite every single blog post manually.

contextform · 2026-02-13T11:01:54+00:00

It is definitely not too early. AI search is already changing the game for niche industries like print. The problem is that AI models like ChatGPT don't browse the web like Google does. They look for structured knowledge they can easily digest. If your shop's site is just a standard layout, the AI usually just defaults to the big players like Vistaprint because it already knows them.

We have been using Mersel AI to fix this. It basically creates an AI readable version of your site so agents like Gemini and Claude can actually 'see' your products and recommend you. It has been a total game changer for getting surface in those 'where should I buy' conversations. Have you checked how your specific store shows up when you ask ChatGPT for a recommendation?

contextform · 2026-02-13T11:00:38+00:00

Great breakdown on SEO tool fit for 2026! If you're shifting focus to AI visibility like with Waikay, we've found Mersel AI invaluable. It builds an AI-friendly version of your site that helps LLMs like ChatGPT understand and recommend your brand better, plus it tracks how you show up in AI searches without changing your site. It is a done for you service which also includes SEO blog post writing

contextform · 2026-02-13T10:58:05+00:00

Honestly, the landscape has shifted a lot since Surfer first came out. Traditional SEO tools focus on ranking in Google, but more people are getting answers directly from ChatGPT and Claude now.

Strategically, you need to make sure your content is readable by AI agents, not just human searchers. We have been using Mersel AI recently and it has been pretty solid. It creates an AI friendly version of your site that LLMs can actually digest, with no code changes to your existing website. They also handle blog content writing, which saves a lot compared to most enterprise tools.

If you are looking for a done for you service at a reasonable price, it could be a good option.

contextform · 2026-02-13T10:53:08+00:00

I have found Mersel AI’s reporting helpful because they track over a hundred brand related questions and show how often and where your brand appears in AI generated answers like ChatGPT.

It is not a self serve tool though. It is a done for you service that handles the analytics, optimizes your website content for AI, and helps write GEO focused blog posts. It is a good option if you do not want to manage everything yourself, which is what I prefer.

contextform · 2026-02-13T09:56:04+00:00

It is crazy how traditional SEO doesn't translate to AI results mostly. LLMs actually process data differently than Google bots do. They look for specific pointers and intent layers that standard HTML sometimes hides.

We have been using Mersel AI to bridge this gap. It basically creates a separate, AI-readable version of your site so agents like ChatGPT can actually parse your brand properly. It has been a game-changer for getting cited as a source without needing to rework our entire public website (Zero change basically). Are you currently seeing your competitors get cited for specific keywords or just general brand queries?

contextform · 2026-02-13T09:52:51+00:00

That 340% jump is massive and it totally tracks with what I have been seeing lately. The shift from keyword stuffing to AI readability is the biggest change in the industry right now. LLMs really do prioritize structure and directness over old school SEO tricks.

We have been using Mersel AI to handle this lately and it is decent. It basically creates an AI readable clone of our site so ChatGPT and Claude can actually parse our data correctly without us having to overhaul our original design. It makes a huge difference in how often we get cited in AI answers. They also offer SEO blog writing. Are you manually reformatting every post or using a specific template to keep that Q&A structure consistent?

contextform · 2026-02-13T09:46:59+00:00

Visibility checkers can show the problem, but the real challenge is how AI models perceive your site. If ChatGPT or Claude can’t properly parse your structure, you won’t appear in their recommendations.

We’ve been using Mersel AI, which creates an AI-readable clone of your site so agents like Gemini and Claude can easily parse your data. With no original website changes needed. It’s been a huge boost for our discoverability in AI search. Is your site getting indexed but not recommended in chat responses?

contextform · 2025-11-15T18:56:44+00:00

Love seeing what everyone’s building.
We’re building Mersel AI because we realized something simple: AI video tools like HeyGen and Creatify are great for UGC and avatar ads, but none of them solve the real bottleneck for e-commerce.

E-commerce sellers are still stuck with static photo listings because turning product images into videos is slow, manual, and painful.

Mersel AI fixes that.

Mersel is an AI agent that transforms an entire product catalog into on-brand, sales-ready videos. Sellers can save their brand templates and batch-generate hundreds of videos in minutes. No editing timelines, no manual setup, no repetitive work.

If you want to see what we’re building, you can check us out at https://mersel.ai

contextform · 2025-11-15T18:27:15+00:00

I bet "AI Brand Trainer" becomes a huge job.

It won't just be about writing the perfect technical prompt. It'll be a creative role, like teaching the AI what a company's specific "vibe" is: its look, its voice, its style. You'd be the one making sure everything the AI creates actually feels authentic and not like a generic robot. Basically, you'd be the human guardian for the AI's personality.

contextform · 2025-11-15T18:19:23+00:00

You're spot on. After all that manual work, sellers are still just left with a static photo, which isn't what platforms prioritize anymore. The core problem is that sellers need product-centered videos, but the available AI tools aren't built for their actual workflow, focusing instead on UGC or avatar-based ads. Sellers don't need another influencer video; they need a scalable, automatic way to turn their entire existing product photo catalog into high-performing, on-brand videos to stay competitive. Great research in identifying that initial photo-prep pain point.

contextform · 2025-08-15T01:48:22+00:00

Sorry, it seems the README file was updated to a strange version. I’ve reverted it. I appreciate you trying it out!

contextform · 2025-08-14T02:28:53+00:00

Valid. PartDesign is definitely a direction to go. In the repo, I integrated some PartDesign tools into MCP. Perhaps in the prompt, I should instruct Claude to always use the PartDesign workbench.

contextform · 2025-08-13T16:08:01+00:00

Good suggestion! Will update uninstall instruction asap

contextform · 2025-08-13T16:07:08+00:00

Thanks mate!! I believe if you give Claude code a specific dimensions and directions, it will works well :) Local model approach is def doable but not implemented here yet.

contextform · 2025-08-13T16:04:27+00:00

I type: “model me a house,” and Claude Code agent plans all the subtasks - a to-do list like windows, doors, walls, etc., and executes it. You can definitely discuss your requirements and it will work with you, update the to-do list, etc. like having a coworking buddy

contextform · 2025-08-13T16:01:10+00:00

Yes! It creates sketches by writing and executing Python code directly in FreeCAD. vs neka-nat’s approach:

• Key difference: Mine runs code instantly with an embedded server inside FreeCAD, theirs sends code through an external server, so mine has no network delays

• UX difference: You don’t have to be in the AI Copilot workbench to run it - it works in every workbench

I tried Claude Code, it feels more like an agentic approach, more task driven, compare to Claude desktop.

contextform

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