Desearch.ai | Subnet 22

What ads is that store running this week? Give this Python script a few store names. It reads their public Facebook Ad Library records, groups copies of the same ad, tags each angle and offer, and shows what is new, stopped or unchanged. Link on LinkedIn.

Company research should be bounded and resumable. Desearch Company Search can stop at a USD budget. If coverage is still thin, continue from an earlier task without returning the same companies. Docs: desearch.ai/docs/guide/apis/… #Desearch #AIAgents

A few API notes. Social list endpoints now return a next-page cursor header. Instagram, TikTok and Facebook results have new fields. X results now include the post card. Crawl takes a URL without https:// at the front. Docs link on LinkedIn.

Not every search has the same goal. Use fast mode when latency blocks the workflow. Use balanced mode when relevance matters more than a shorter wait. Choose per task, then measure. desearch.ai/docs/api-referen… #Desearch #AISearch #AIAgents

Who starts Black Friday first? This small Python script takes a dated snapshot of a few brands each day: sale page banners, their latest X, Instagram and TikTok posts, and a web search for their Black Friday page. By late November you have a timeline. Link on LinkedIn.

A directory list is not a distribution plan. This Desearch example dedupes results, reads likely submit pages, and keeps evidence about free, paid and review rules. github.com/Desearch-ai/desea… #Desearch #AISearch #OpenSource

"Best tools" pages send buyers straight to the brands they list. AI answers read them too. This script takes your brand, 3 to 5 others in your category and 5 to 8 buyer searches, then flags the pages that name 2 or more of them but skip you. Link on LinkedIn.

Public conversation has different shapes. A YouTube transcript is not a Reddit thread. A Threads profile is not a result row. Desearch now has dedicated APIs for all three, with Python, JavaScript and MCP tools. desearch.ai/docs #Desearch #AIAgents #SocialData

A company hiring for a role is often about to buy tools for that role. Give this script one role. It finds companies that posted for it in the last 30 days on X and job boards, and scores them into a short list. Company-level only. Link on LinkedIn.

One retrieval layer should work in both a pipeline and an agent. We opened desearch-txtai: an adapter for web, AI, links, and public social search. Results stay simple: title, URL, snippet. Code: github.com/Desearch-ai/desea… #Desearch #AIAgents #OpenSource

Customers often complain in public before they open a ticket. This script reads X each morning for your brand plus words like "not working" or "refund", drops reposts and your own posts, and sorts the rest into themes: outage, billing, bug and more. Link on LinkedIn.

Live dashboards fail at reconnect, not first connection. Desearch streams public network stats once a second. If a client drops, Last-Event-ID can replay missed snapshots from the last 20 minutes. Live data needs recovery, not just motion. #Desearch #Bittensor #DataEngineering

People ask for a tool like yours on Reddit. Give this script 5 to 8 keywords from your niche. It finds threads with phrases like "looking for", "alternative to" and "recommend", then ranks them on a board by buying intent. Link on LinkedIn.

Search results are only the raw material. Our new open Scholarship Finder turns a field, study level, and year into a shortlist of future deadlines, sorted nearest first. Every row keeps its source page. Code: github.com/Desearch-ai/desea… #Desearch #AISearch #AIAgents

Does your brand show up when buyers ask an AI? One check says little, because answers change from run to run. This script asks 15 to 20 buyer questions several times each and writes a share-of-answer table plus the top cited domains. Link on LinkedIn.

Describe the companies you need. Let the search build the list. Company Search is now live in Desearch. Set countries, must-have signals, and minimum fit. Results include public contacts, leaders, and source pages. desearch.ai/docs/guide/apis/… #Desearch #AIAgents #CompanyResearch

People Search is live on Desearch. Describe the people you want. Each result shows which of your criteria it matches, and which ones it does not confirm, so you know what to check before you reach out. Link on LinkedIn.

Social analytics needs honest denominators. This open Desearch example excludes reposts from engagement rates, dedupes repeated posts across pages, and keeps missing views out of per-view math. Code: github.com/Desearch-ai/desea… #Desearch #SocialData #DataQuality

What changed on Subnet 22 last week. Miners still crawl the web. Now they can also turn pages into embeddings, so search finds meaning, not just keywords. The model: Desearch-Embedding-4B, our open model on Hugging Face. Validators check a sample. Link on LinkedIn.

Not every topic comes with a feed. Topic to RSS turns one query into a feed of dated results. It drops undated pages, dedupes URLs and titles, then sorts newest first. Open example: github.com/Desearch-ai/desea… #Desearch #AISearch #AIAgents