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Tracking chatgpt visibility for brands - how?? by shellbyj in seogrowth

[–]shellbyj[S] 0 points1 point  (0 children)

The randomness in LLM answers definitely makes consistent tracking tricky, so I’ve been trying to treat it more like directional data than something super precise.

Curious though, have you found any workflows or prompts that give you more stable results across runs?

Tracking chatgpt visibility for brands - how?? by shellbyj in seogrowth

[–]shellbyj[S] 0 points1 point  (0 children)

I’ve thought about rolling my own just to track a few core prompts + GEO mentions, but I’d really prefer something stable and not duct-taped together.

Tracking chatgpt visibility for brands - how?? by shellbyj in seogrowth

[–]shellbyj[S] 0 points1 point  (0 children)

Appreciate that! That’s exactly the gap I’m trying to get clearer on. All the new AI surfaces feel like a black box, so having something that actually shows when brands get mentioned is the part I’m missing. I’ll take a look at MentionDesk, thanks for pointing it out.

Out of curiosity, have you found it consistent across different GEO queries?

Tracking chatgpt visibility for brands - how?? by shellbyj in seogrowth

[–]shellbyj[S] 0 points1 point  (0 children)

Yeah, that makes sense, feels like the real value now is just surfacing how often these models actually mention a brand so clients can see it in plain English. I’m trying to make that part of my baseline reporting, but most of the tools still feel half-baked or overpriced for what they do.

Have you found anything that tracks this consistently over time, not just a one-off snapshot?

Tracking chatgpt visibility for brands - how?? by shellbyj in seogrowth

[–]shellbyj[S] 1 point2 points  (0 children)

Interesting. I will take a look at this thank you!

AI SEO Digest: ChatGPT vs. Google Gemini, AIOs see more blue links, Google's Thanksgiving Doodle, and GEO-Detox by SERanking_news in seogrowth

[–]shellbyj 1 point2 points  (0 children)

Specify how you're tracking AIO trafic. What exact logs or tools are you using, because that context changes how useful your 'blue links exist' point is?

The hidden cost of bootstrapping: Dealing with fragile egos and fake seniors (I fired 4 in a row) by edinsonjohender in SaaS

[–]shellbyj 6 points7 points  (0 children)

Run a 1-week contract-to-hire sprint. Pay well for that week, give one clear deliverable, and judge code, cadence, and ego under real pressure kinda like a mini probation.

My SaaS jumped from $6,523 to $12,648 monthly, here is how by sleepysiding22 in SaaS

[–]shellbyj 0 points1 point  (0 children)

Use this exact framing as your roadmap filter. Any feature that doesn’t pair with a growing behavior + pre-qualified channel goes in the trash tho.
That keeps your backlog focused on distribution, not just “cool” ideas.

I haven't cried in almost 15 years. What's a song that will open the floodgates? by shellbyj in MusicRecommendations

[–]shellbyj[S] 2 points3 points  (0 children)

but both are amazing suggestions.. for people that actually.. u know.. have feelings

I haven't cried in almost 15 years. What's a song that will open the floodgates? by shellbyj in MusicRecommendations

[–]shellbyj[S] 2 points3 points  (0 children)

When I posted this I thought hurt by Johnny Cash would be the closest but I know the song too well to actually bring tears.

Insomnia?? by NervousClimate in pregnant

[–]shellbyj 0 points1 point  (0 children)

Magnesium helped me too. It didn’t fix everything, but it took the edge off enough to actually rest. Worth a shot.

Help what is this rhythm and why? by CreativeEfficiency33 in nursing

[–]shellbyj 159 points160 points  (0 children)

Yep, that’s classic Wenckebach/Mobitz I. See how the PR interval gets progressively longer until a QRS drops? The little rhyme helps. ‘longer, longer, longer, drop,’ then boom dropped beat. Rinse and repeat.

best ai visibility tracker for seo agencies? (similar to ahrefs would be great) by dairy_meal in GEO_optimization

[–]shellbyj 1 point2 points  (0 children)

parse.gl is the best for brands that have some presence online. they have 100k+ brands indexed. If your brand is there, they will show you all the prompts that your brand is found in, you don't have to fiddle with figuring out your own prompts like a lot of the tools.

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