Observe
See where a brand appears across AI answers, which sources shape the response, and where competitors are earning attention.
Presence / citations / movementI build software for the moment search stopped being a list of links.
I'm Animesh. At BrightEdge, I work on tools that help brands understand and improve how they show up in AI-generated answers.
Follow the signalAnswer stream Live shift
“What should I trust when the answer arrives before the results?”
Old metric: rankNew question: were you part of the answer?
The shift
Ranking used to mean position. Now it also means beingcited, summarized, and trusted inside an answer.
What I work on
Making AI visibility measurable, explainable, and useful.
AI search creates a new kind of discovery problem. The work is not just collecting model output; it is turning that output into a reliable product people can make decisions with.
Explain
Turn a noisy stream of prompts and model outputs into evidence a marketing team can understand and trust.
Context / intent / comparisonImprove
Translate that evidence into focused content decisions that increase the chance of being found, cited, and recommended.
Action / iteration / outcomesCurrent chapter
Now / BrightEdgeSEO for the AI world.
Explore BrightEdgeBrightEdge gives enterprise teams one place to understand and improve visibility across traditional and AI search.
The platform connects search demand, competitive intelligence, content optimization, and performance measurement. In the AI search era, that expands to understanding brand presence across systems such as Google AI Overviews, ChatGPT, and Perplexity.
I build within that shift: software that helps customers move from “Are we showing up?” to “What should we do next?”
AI search intelligenceData productsEnterprise softwareDecision interfaces
About
An engineer interested in what happens when behavior changes faster than the playbook.
I'm Animesh Sharma, a software engineer at BrightEdge. I like complex systems, legible interfaces, and products that make a fast-moving technical shift feel actionable.
Away from the answer stream, you'll usually find me around music, games, or a side project that started as a small question.
Get in touch
Good questions are a strong place to start.
Building around search, AI, data, or the web? Send the interesting version of the problem.
Direct contactEmail or message
