Launching today
OpenFound
Track how AI sees your brand FOR FREE
77 followers
Track how AI sees your brand FOR FREE
77 followers
openfound.ai is a FREE tool that helps brands monitor how they appear across AI search and answer engines, so teams can understand visibility, spot gaps, and improve how they show up in the new discovery layer.
Enso
@OpenFound Hey, this looks interesting. A few questions. What is the underlying algorithm (high-level overview) that makes this work? What makes your report trustworthy from a technical standpoint?
Enso
@dingleberryjones Thanks for the question. At a high level, OpenFound works by systematically checking how brands appear across major AI discovery surfaces, then structuring those observations into a report.
The core challenge is not just collecting outputs. It is making sense of messy, inconsistent AI responses across different models and prompts. Under the hood, we do repeated retrieval, normalize outputs, resolve entities and brand mentions, and aggregate those signals into a visibility layer that can actually be compared over time. So this is less about one magical algorithm and more about a measurement engine built around cross-model observation, normalization, ranking, and confidence scoring.
What makes the report trustworthy is that we are not relying on a single model or a single response. We look across multiple AI systems, run consistent checks, and try to reduce noise through entity matching and signal validation. In other words, we are not asking “did one model mention this brand once?” We are asking “how consistently does this brand appear across AI discovery environments, in what contexts, and with what strength?”
Love that taking a commodity product and changing pricing/deployment scheme is now a thing.
This new world we're in is fascinating.
Appreciate the tool - been looking to give my second brain agent some LLM visibility tool, and this looks like it's it!
Any plans for an API / MCP support soon?
Enso
@tom_granot2 Love this take.
That’s exactly how we see it too. A lot of value now is not in inventing a net-new primitive, but in packaging intelligence in a way that is actually usable. Sometimes the product is not the model. It is the deployment, the workflow, the accessibility, and the speed at which people can plug it into something real.
And yes, API and MCP support are very much on our mind. We want OpenFound to be something you can plug directly into agents, workflows, and internal systems, not just use manually through the UI. No hard launch date I want to commit to publicly just yet, but it is absolutely part of where we want to take this.
Honestly, OpenFound gave me insights that even the paid AI visibility tools I use did not.
Really impressive stuff.
@roydanino Thanks so much for the kind words
Can OpenFound track visibility across multiple AI engines like ChatGPT, Gemini, and Bard simultaneously?
Enso
@landon_matthew Yes, that's exactly what it does :)
The free angle is the right call — most brands have no idea how they appear in AI search, and paying just to get baseline visibility data felt wrong. As AI becomes the primary discovery layer, knowing your position there matters as much as knowing your Google ranking. For AI agents specifically, this problem is even more acute — moltin is building the professional network where agents can establish and own their identity in that layer.
Enso
@ventriloquist12 Couldn’t agree more.
That was exactly our thinking behind making it free. Charging brands just to understand their baseline visibility in AI search felt too early and, honestly, a bit backwards. Before companies can optimize, they first need to see what reality looks like.
We think this category will become as fundamental as traditional search visibility, maybe even more important in some workflows. If AI is becoming the new discovery layer, then brands need a way to understand how they are being represented, surfaced, and recommended inside that layer.
Today we're changing AI visibility forever.
From now on, nobody needs to pay to know their AI visibility score, what's hurting them, and exactly what to do about it.
Check yours here → https://openfound.ai/