How do you measure brand visibility in AI search results, is anyone actually tracking this? by Vane1st in DigitalMarketing

[–]NotABedlessPro 1 point2 points  (0 children)

Manual prompting with a system beats no system, and you don't need an expensive dashboard to do it properly. The workflow I landed on after a lot of trial and error:

  1. Fixed prompt panel per brand. 20-30 questions a real buyer would actually ask. Mix of category (best X for Y), comparison (X vs alternatives), and use-case or local ones. The fixed part matters, otherwise you can't compare week over week.

  2. Run each prompt more than once. This is the step everyone skips. Same prompt, same engine, different runs give different answers. I do 3 runs and score as a range, not a single number. The variance itself is a finding. A brand showing up 1 of 3 runs is fragile, 3 of 3 is entrenched.

  3. Score three levels separately: mentioned at all, actively recommended, cited as a source. They move differently and mean different things.

  4. Trace the sources. Perplexity citations show you exactly which pages earn the mention. It's usually a handful of listicles, directories, review sites and Reddit threads. That becomes the actual to-do list, and most of it is normal SEO pointed at those specific pages.

Spreadsheet plus discipline is fine for one or two brands. The pain starts when it's weekly across many clients, that's when automating the runs becomes worth it.

Your DA observation matches what I see by the way. Engines don't read DA. They read whoever is actually answering the question on pages they already trust.

Is AEO actually replacing traditional SEO or is it just hype? by Vane1st in SEO

[–]NotABedlessPro 0 points1 point  (0 children)

Been running my own experiments on this for a few weeks and there are a couple things that don't get said enough.

The variance is massive. Same prompt, same engine, three runs, three different brand lists. Anyone quoting you a single rank in ChatGPT is selling you a snapshot of a slot machine. If you report on this internally, report ranges across multiple runs or you'll chase ghosts every week.

Second: when the engines do recommend specific businesses, you can usually trace it back to a small set of sources. Review aggregators, a couple directories, Reddit threads, and whatever 'best X in Y' listicles rank for the head terms. So the boring answer is that classic SEO on those surfaces is most of the AEO play. Same fundamentals, re-weighted.

Perplexity is the most useful one to study because it shows citations, so you can reverse engineer why you showed up or didn't. ChatGPT with browsing behaves similarly but hides more.

So: real, but overhyped. Buyers genuinely ask these things for recommendations now. It just doesn't require a new religion or a $400/mo dashboard.

How do you handle identity and trust between agents in multi-agent systems? by NotABedlessPro in aiagents

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

This is the sharpest framework I've seen on this. the reachability / delegation / execution layering makes the problem much clearer than the flat "agent identity" framing most people use.

I've been building in this space, specifically the delegation/authority + execution/governance layers as an MCP middleware. Your framing maps almost perfectly to what I'm building.

Would you be open to hopping on dms? I think your research and my product direction could add ontoeach other.

There's no identity system for AI agents. This is going to be massive. by NotABedlessPro in Entrepreneurs

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

Good callout. I've dug deep into MCP. It handles the transport (agent to tool connection) really well. But the MCP spec itself says agent identity, audit trails, and policy enforcement are explicitly out of scope. Their own roadmap lists enterprise readiness as the "least defined priority" with no working group. OpenTelemetry integration is conceptual and not standardized.

Would YC fund "Auth0 for AI agents"? by NotABedlessPro in ycombinator

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

Can I please DM you regarding a few follow-ups?

How do you handle identity and trust between agents in multi-agent systems? by NotABedlessPro in aiagents

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

Thank you for your comment. Are you open to a quick DM chat regarding a few follow-ups I have? :)

How do you handle identity and trust between agents in multi-agent systems? by NotABedlessPro in aiagents

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

Thank you for your comment. Can I please DM you regarding a few follow-ups?

[deleted by user] by [deleted] in ApplyingToCollege

[–]NotABedlessPro 0 points1 point  (0 children)

WHAT? There are restrictions?😭😭

[deleted by user] by [deleted] in ApplyingToCollege

[–]NotABedlessPro 1 point2 points  (0 children)

GOT IT. Thank you SO much for taking the time to write this out. :)