This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
Assay connects enterprise knowledge sources read-only, then detects duplicates and competing versions, rates trust, preserves permissions and lineage, and routes high-risk decisions to people. It turns documents, images, video, and audio into governed knowledge for enterprise AI applications and Agents—without requiring content migration.
Hi Product Hunt 👋 I’m Garfield, building Assay.
Most enterprise AI problems aren’t only model problems. Companies have years of duplicated, stale, ownerless, and conflicting material spread across wikis, drives, chat, and business systems. When that material goes directly into AI, the AI can become confidently unreliable.
Assay is our attempt to build the knowledge supply chain between source systems and enterprise AI applications and Agents. It connects read-only, preserves permissions, identifies exact and near duplicates, applies explicit survivorship rules, rates trust using freshness, source authority, and human verification, and keeps lineage from source to AI use.
This is an early-stage product and interactive demo—not a claim of a finished enterprise deployment. You can explore the product or take the free two-minute knowledge readiness assessment to see which governance dimensions need attention first.
I’d especially value feedback on:
• Which knowledge quality failure causes the most pain in your AI or RAG work?
• Would you start with deduplication, trust rating, permissions, or human review?
• What would you need to see before connecting a source read-only?
Thanks for taking a look.
If you’re visiting Assay today, there are two ways to explore it:
1. Try the interactive product demo — see read-only source connection, duplicate and version resolution, trust rating, permission-aware lineage, and human review:
I’d love to know which path you tried and where the experience felt unclear.
About Assay on Product Hunt
“Make enterprise knowledge ready for AI Agents”
Assay was submitted on Product Hunt and earned 2 upvotes and 3 comments, placing #111 on the daily leaderboard. Assay connects enterprise knowledge sources read-only, then detects duplicates and competing versions, rates trust, preserves permissions and lineage, and routes high-risk decisions to people. It turns documents, images, video, and audio into governed knowledge for enterprise AI applications and Agents—without requiring content migration.
Assay was featured in Productivity (659.6k followers), Artificial Intelligence (477.4k followers) and Data & Analytics (5.8k followers) on Product Hunt. Together, these topics include over 278.5k products, making this a competitive space to launch in.
Who hunted Assay?
Assay was hunted by Garfield Assay. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how Assay stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Garfield Assay