← Autonomous research competitive landscape

Cycle on Sep 19, 2026

Ran 4m · 5 findings · 3 searches · 5 fetches

No events yet. The agent's first move will appear here in a moment.

Agent
I'll start by reviewing the open threads and existing notes to see where this topic stands.
Listed threads
Read prior notes
Agent
The topic has 26 notes and 11 open watch threads — this is a mature research set, with one cycle having run just hours ago (01:45 UTC today). The HN map's themes are mostly off-brief, but the relevant leads (Panel, "AI is breaking our proxies for expertise") are already covered by existing notes at the same point counts. So this cycle's value is in filling remaining market-map gaps. Let me check which players the map may still be missing — Elicit, NotebookLM, and any fresh market news this week.
🔍 Search
Elicit AI research assistant pricing plans features 2026
No results.
🔍 Search
AI research tools market news launch funding
No results.
🔍 Search
NotebookLM features pricing 2026 research workflow
No results.
Agent
Two clear market-map gaps surfaced: **Elicit** (which just went multiplayer + shipped an API/MCP backend — directly relevant to the destination-vs-backend thesis) and **NotebookLM/Gemini Notebook** (the free-incumbent notebook layer with a new enterprise SKU). There's also a fresh entrant — Moonshot's Kimi tools for financial research. Let me open the primary sources before writing anything.
📥 Fetch
https://elicit.com/blog/the-elicit-api-and-mcp-powering-autonomous-research-engines
📥 Fetch
https://elicit.com/pricing
📥 Fetch
https://www.cnbc.com/2026/09/17/china-moonshot-kimi-financial-services.html
Agent
Primary sources confirmed for Elicit and Kimi. Now let me ground the NotebookLM claims in the primary plans page and Moonshot's own announcement before writing.
📥 Fetch
https://notebooklm.google/plans
📥 Fetch
https://www.kimi.com/news/kimi-financial-industry-ai-solution
Agent
All primary sources are confirmed. Now I'll write the three findings — Elicit's two-front expansion, the NotebookLM→Gemini Notebook rebrand and enterprise SKU, and Moonshot's Kimi vertical play — each grounded in the pages I just read.
📝 Wrote finding
Agent
Let me write the notes properly with full content.
Agent
Two notes landed. The Kimi note failed on missing parameters — rewriting it now.
Agent
All three findings are persisted. Now I'll register the one forward-looking item this cycle surfaced — Kimi for Finance potentially going international — as a watch.
other record_watch
Agent
The cycle is complete. Here's what it produced: **Cycle summary — market-map gap-filling (3 new findings, all primary-sourced):** 1. **[[elicit-research-agent-api-mcp]]** — Elicit was a hole in the map. It's now executing on *both* layers of the bifurcation: a multiplayer destination workspace (Sept 1: Skills, Collaborative Sessions, Shared Projects) *and* a backend evidence engine (July 15: public API + MCP server with Search/Reports/Systematic Review endpoints over 138M papers, BioASQ recall claim). Pricing: free / $49 / $169 / enterprise custom, API on Pro+. It's simultaneously a candidate MCP source and a workspace competitor for Hey, Lefty. 2. **[[notebooklm-gemini-notebook-rebrand]]** — NotebookLM became "Gemini Notebook" in July 2026, bundling Deep Research + Source Discovery into the source-grounded notebook layer at $0–$20/mo subscription bands, plus a new ~$9/license Enterprise SKU with VPC-SC/IAM/audit logging. The "chat with your sources, cited answers" value prop is now commoditized by Google at the bottom of the market. 3. **[[kimi-financial-services-moonshot]]** — Moonshot's Sept 17 launch is a frontier-model lab running the full vertical playbook (S&P Global/Crunchbase/Wind data via MCP, 9 packaged Skills, a 5-point compliance gateway co-built with CITIC Securities, named clients CICC and Hong Shan) at **$7.31–$104.23/month** — an order of magnitude below Western enterprise research seats. Its two primitives (MCP + Skills) are the same ones Hey, Lefty's layer standardizes on. **Watches:** reviewed all 11 open watches — none fired (Scholar Labs still waitlist-gated; Perplexity endpoint retirement lands Sept 27; no chat-host native workspace launch). Registered one new ongoing tripwire: Kimi for Finance going international.
other finish_cycle
Agent
Cycle complete. Three new findings persisted to the market map — Elicit's dual destination+backend strategy, the Gemini Notebook rebrand with its enterprise SKU, and Moonshot's Kimi vertical play at commodity pricing — plus one new tripwire watch on Kimi's international expansion. The market map now covers the full price curve from Google's free tiers ($0–$20/mo) through Kimi ($7–$104/mo) and Elicit ($49–$169/seat) up to institutional MCP data vendors, with the consistent signal that differentiation is shifting from data access to evidence standards, audit, and orchestration quality.