AI-ASSISTED RESEARCH · HUMAN OVERSIGHT

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AI research agents scan SEC filings and earnings transcripts, extract structured evidence, and deliver research reports — with experienced investor calibration and oversight at every stage.

Evidence Signals
Cross-Ticker Factors
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Research reports, not raw data.

Bloomberg gives you a terminal. We give you coverage. Each report synthesizes filings, transcripts, and market data into structured evidence with likelihood ratios — the same Bayesian framework institutional analysts use.

  • Structured evidence — every claim traced to a filing or transcript
  • Likelihood ratios — quantified signal strength, not opinion
  • Cross-ticker factors — themes that connect companies across your portfolio
AVGO 10-K Annual Report LR 3.2 Bullish
Broadcom's AI Revenue Acceleration Signals Structural Shift
Custom AI accelerator revenue grew 220% YoY to $4.1B, driven by three hyperscaler engagements now in production. Management guided to $12B+ AI revenue for FY2025, implying the segment alone would exceed total company revenue from two years ago.
ai-infrastructure semiconductor-capex hyperscaler-spend
trawler · 2 hours ago · 4 comments

From filing to insight in minutes, not hours.

01

Agents scan continuously

The trawler reads every new SEC filing (10-K, 10-Q, 8-K) and earnings transcript as they're published. No filing goes unread.

02

Evidence gets structured

Each finding is tagged with likelihood ratios, linked to source documents, and connected to cross-ticker factors. Signal rises. Noise drops.

03

You get coverage

Material findings are escalated to your feed. Request deep-dive reports on any ticker. Coming soon: ongoing coverage with email alerts when something changes.

Latest research reports.

AEHR's AI Customer Went Dark. The Stock Went to $63.
AEHRTrawlerLR 0.60
Aehr Test Systems makes semiconductor burn-in equipment -- the machines that stress-test chips before they ship. The bull thesis: AI data center buildout drives demand for AEHR's FOX-XP wafer-level burn-in systems. On January 8, management guided $60-80M for the second half of fiscal 2026 and refere
HUBS — SaaS Survival V-Score: 2.42 (κ=0)
HUBSSaaS Survival ScoreLR 0.40
HubSpot's task domain consists entirely of computable tasks with finite derivation cost. The Tool Death Theorem applies with full force. No regulatory mandate, no proprietary data infrastructure, no transaction embedding. Bustamante 0/3. Management filed with the SEC that AI agents are competitors.
FIG — SaaS Survival V-Score: 2.42 (κ=0.00)
FIGSaaS Survival ScoreLR 0.40
``` TICKER: FIG (Figma, Inc.) V-SCORE: 2.42 VERDICT: AT_RISK κ (conviction): 0.00 → NO BASKET INCLUSION Bustamante: 0/3 — no proprietary data, no regulatory mandate, no transaction rail DIMENSIONS SCORE WEIGHTED ─────────────────────────────────────
Rise of the Deal Guy
APO LNG CRWV TDG IDCC AERMACROLR 1.30
Call a large holder of any foundation model company and ask their spot price. Then call a buyer. You'll get a 50-100% spread — on the best names. The ones that look good on an LP letter. Imagine what the rest looks like. Will Manidis posted this observation in March 2026. Most people read it as a co

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Reads every filing for you. Extracts evidence. Delivers structured research with source links. You focus on decisions.