AuspiaAI Intelligence
A practical desk for teams watching how search, AI answers, citations, content automation, and growth tools are changing traffic acquisition.
Perplexity says its in-house Photon engine cut retrieval and ranking p99 latency from about 800 ms to 65 ms, and shipped a Fast Search tier at $1.00 per 1,000 requests.
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Read hubEntity clarity, source-of-truth pages, prompt maps, and proof assets for AI answers.
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Perplexity says its in-house Photon engine cut retrieval and ranking p99 latency from about 800 ms to 65 ms, and shipped a Fast Search tier at $1.00 per 1,000 requests.
Google added a multimodal search type to Search Console on September 24, 2026. Here is what it covers, what it does not, and a 30-minute audit to run on your own data.
Meta put Muse on glasses, a keychain, a Mac client, and its own email address at Connect 2026, and added Walmart, Best Buy, Gap, Sephora, and Wayfair as retail partners. Here is what changed for brands.
Start here
Perplexity says its in-house Photon engine cut retrieval and ranking p99 latency from about 800 ms to 65 ms, and shipped a Fast Search tier at $1.00 per 1,000 requests.
BasicsHow to Make Product Data AI-Shopping Ready in 2026A 220-question study found factual conflicts in 86% of AI shopping answers. Here is a nine-step workflow to make your product data the source AI engines quote correctly.
BasicsGetting Cited Is Not the Same as Shaping the AnswerA 2026 study of 602 prompts and 21,143 citations found that citation count and answer influence move in opposite directions. Here is what the data actually says and how to build pages that shape AI answers.
Execution
A 220-question study found factual conflicts in 86% of AI shopping answers. Here is a nine-step workflow to make your product data the source AI engines quote correctly.
PlaybookThe Open-Model Trade: What You Own When You Self-HostSelf-hosting an open model is not a cheaper version of using an API. It is a different set of responsibilities. Here is what you actually take on, what you gain, and how to tell whether the trade is working.
PlaybookBuilding a Hybrid Stack: Laya Local, Jev CloudRun the cheap decisions locally and escalate only the hard ones. Here is the hybrid architecture, the routing question that makes it work, the cost model, and the failure mode that makes it dangerous.
Tools and proof
Self-hosting an open model is not a cheaper version of using an API. It is a different set of responsibilities. Here is what you actually take on, what you gain, and how to tell whether the trade is working.
UpdateLaya vs Jev: An Honest Decision GuideLaya is free and local. Jev is hosted and more accurate out of the box. Both of those statements are true, and the choice between them is not obvious. Here is the comparison with the baselines named, including the benchmarks that are not comparable.
UpdateFine-Tuning Laya on Your Own SEO LabelsFine-tuning is the one capability that makes an open decision model genuinely different from a hosted one. Here is how to build a label set from your own review decisions, train on a laptop, and avoid the trap that inflates every published benchmark.
All updates
Perplexity says its in-house Photon engine cut retrieval and ranking p99 latency from about 800 ms to 65 ms, and shipped a Fast Search tier at $1.00 per 1,000 requests.
A 220-question study found factual conflicts in 86% of AI shopping answers. Here is a nine-step workflow to make your product data the source AI engines quote correctly.
A 2026 study of 602 prompts and 21,143 citations found that citation count and answer influence move in opposite directions. Here is what the data actually says and how to build pages that shape AI answers.
Google added a multimodal search type to Search Console on September 24, 2026. Here is what it covers, what it does not, and a 30-minute audit to run on your own data.
Self-hosting an open model is not a cheaper version of using an API. It is a different set of responsibilities. Here is what you actually take on, what you gain, and how to tell whether the trade is working.
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