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Reusable finance research for trading agents

Better trades start with better facts for your agent.

finterm gives your agent a complete, source-backed research packet on any company — in a single call. Each packet distills dozens of web searches and hundreds of pages into clean facts, grounded in live prices from multiple market data sources.

Install — developer preview (current path; requires repo access)

finterm is not on npm yet, so this local install from a finterm repo checkout is the only working install path today (there is no public repo). The root pnpm install is required: the CLI package resolves its dependencies through the root pnpm workspace, so a fresh checkout fails to build without it.

cd <repo-root>
pnpm install
cd finterm-cli/packages/finterm-cli
pnpm build
mkdir -p "$HOME/.finterm-local/lib"
npm link "$PWD" --prefix "$HOME/.finterm-local"
export PATH="$HOME/.finterm-local/bin:$PATH"
finterm --help

Agents: install finterm with the developer-preview commands above, then run finterm --help and follow the auth and setup instructions. Do not install finterm from npm until the package is publicly released.

Once released: npm install -g finterm. Until then, use the developer preview above — the npm package is not published yet, so the npm command must not be run today.

Facts, sources, timestamps and caveats. Not investment advice.
§ 01 — The Company Packet

A complete company data room, before your agent reasons.

The core primitive. Fundamentals, earnings, events, filings and narrative — reconciled from dozens of sources into one packet your agent reads in a single call, instead of rebuilding it every session.

Cost view — one cached packet vs. the agent researching it live
vs
Without Packet agent reasoning blind
Prompt
“Summarize NVDA’s competitive position, Q1 FY27 results, and key risks for a portfolio review.”
Searching… 0%
web_search("NVDA Q1 FY27 earnings")+312 tok
web_search("NVIDIA competitive landscape 2026")+489 tok
web_fetch("sec.gov/NVDA/10-K-2025")+2,104 tok
polygon_api("NVDA/financials")+640 tok
web_search("AMD vs NVDA datacenter 2026")+388 tok
web_fetch("reuters.com/NVDA-export-controls")+917 tok
web_search("NVDA Blackwell supply chain risks")+551 tok
alpha_vantage("NVDA/OVERVIEW")+720 tok
web_search("NVDA 10-Q Q1 2026 cash flow")+403 tok
web_fetch("bloomberg.com/hyperscaler-capex")+1,280 tok
web_search("NVDA analyst ratings consensus")+298 tok
fmp_api("NVDA/ratios/annual")+615 tok
0 searches 0.0s
Tool Calls
0
Tokens Used
0
Latency
0.0s
With Packet fundamentals.v2 attached
Prompt
“Summarize NVDA’s competitive position, Q1 FY27 results, and key risks for a portfolio review.”
Loading context… 0%
fundamentals.v2 · NVDA · 31 sources · cached 06-03 06:14 UTC current
NVDA posted $44.1B revenue (+68% YoY) in Q1 FY27, beating consensus by $1.5B. Data Center (87% of revenue) remains the primary growth engine driven by H100/H200 NVL rack demand. Gross margin held at 73.8%, reflecting strong pricing power despite supply ramp costs.
Competitive moat is deep via CUDA lock-in (4M+ developers). AMD’s MI300X is the nearest rival; INTC has ceded ground. Key risks: BIS export controls on advanced chips, TSMC packaging capacity, hyperscaler CapEx cycle deceleration.
[s2] Q1 FY27 8-K [s1] 10-K 2025 [s5] polygon.io [s11] Reuters [s7] 10-Q FCF
Tool Calls
Tokens Used
Latency
47
Tool calls (no packet)
1
Tool call (with packet)
·
12,400
Tokens (no packet)
1,840
Tokens (with packet)
−85% tokens · −98% latency
Facts, sources, timestamps — not investment advice. Data is illustrative.
§ 02 — Web Research Quality

We strip the HTML and noise, then keep only the signal.

finterm filters raw markup and low-signal finance SEO, dedupes the same press release across a dozen sites, and labels what survives as primary or secondary sources — so your agent reasons from facts, not clickbait.

Crawled on the left strip away; kept facts surface on the right, labeled

Web research, filtered to signal

94 crawled · raw html
strip html & noise drop low-signal dedupe syndications highlight keepers label primary / secondary
Crawled94
<nav class="site-nav"> Markets · Watchlist · Sign in </nav>
NVIDIA Q1 FY25 data-center revenue $22.6B, +427% YoY
<div class="cookie-banner"> We use cookies to personalize ads… </div>
What $1,000 in NVIDIA in 2015 would be worth today
Reuters: NVIDIA confirms Blackwell in full production on call
NVIDIA IR — “NVIDIA Announces Q1 FY25 Financial Results”+2 merged
Yahoo Finance — “NVIDIA Announces Q1 FY25 Financial Results”duplicate
5 AI stocks that could make you rich in 2025
Q1 FY25 call transcript: “the data center is the unit of computing”
<script src="ads.js"></script>
Benzinga — “NVIDIA Announces Q1 FY25 Financial Results”duplicate
Analyst reiterates price target on NVDA — no new reasoning
Kept0primary + secondary
NVIDIA Q1 FY25 data-center revenue $22.6B, +427% YoY
PrimarySEC 8-K · May 22Current
NVIDIA Q1 FY25 results — official press release
PrimaryNVIDIA IR · May 22+2 syndications merged
“The data center is the unit of computing” — Q1 FY25 call
NVIDIA confirms Blackwell in full production this quarter
SecondaryReuters · May 22Current
Facts, sources, timestamps and caveats — not investment advice. Primary = filings, transcripts, company releases; secondary = credible reporting.
§ 03 — The Executive Packet

Predictions and plans, in one place.

What a leader forecast versus what they committed to do — pulled from years of calls, keynotes and interviews, dated, sourced, and tracked against what actually happened.

Predictions vs. plans, each with a status tracked over time
Executive packet · forward-looking
Jensen Huang
Founder & CEO · NVIDIA Corporation · Nasdaq: NVDA
predictions + plans 47 calls · keynotes · interviews 2022 – 2024
tracked
Generated 14:32 ET · Jun 3, 2026
Predictionswhat he forecast
“The data center is the unit of computing — one GPU is not the product.”
May 24, 2023 · Q1 FY24 callplayed outtranscript
“A trillion dollars of installed data centers will modernize to accelerated computing.”
Mar 18, 2024 · GTC keynotetrackingkeynote
“Sovereign AI will become a multi-hundred-billion-dollar market.”
Feb 21, 2024 · Q4 FY24 calltrackingtranscript
“Inference will be far larger than training as models deploy.”
Jun 2, 2024 · Computextrackingkeynote
“Gaming channel inventory normalizes in two to three quarters.”
Aug 24, 2022 · Q2 FY23 callmissed · took 4transcript
Planswhat he committed to do
Move to a one-year product cadence — Blackwell → Rubin, annually.
Jun 2, 2024 · Computexon trackkeynote
Ship GB200 NVL72 rack-scale systems at volume this year.
May 22, 2024 · Q1 FY25 callpendingtranscript
Grow Spectrum-X Ethernet into a multi-billion-dollar product line.
May 22, 2024 · Q1 FY25 calltrackingtranscript
Bring enterprise AI to market via NIM inference microservices.
Mar 18, 2024 · GTC keynotependingkeynote
Build sovereign-AI partnerships nation by nation.
2024 · multiple appearancestrackingsynthesis
synthesis

Predictions and plans pulled from twelve years of public record and tracked against what actually happened — so your agent can weigh a leader’s forecasts against their delivery, in one place.

played out tracking / on track pending missed
Facts, sources, timestamps and caveats — not investment advice. Statements are illustrative public record; status is finterm’s tracking, not a forecast.
§ 04 — The Politician Packet

All their disclosed trades — plainly.

The full public purchase history in one clean table for humans, and the same rows as markdown for agents. Source-linked, with filing lag and statutory amount ranges kept honest.

One trade history · readable for humans, parseable for agents
Sen. Margaret A. Holloway (R-VA)
All disclosed trades · 23 filings · 2023 – 2025 · Senate Armed Services Committee
STOCK Actpublic record
Trade dateDisclosedTickerTypeAmount rangeSource
2025-02-122025-03-01 +17dNVDABuy$1M – $5MeFD
2025-01-222025-02-08 +17dLMTBuy$250K – $500KeFD
2024-12-092025-01-03 +25dPANWBuy$100K – $250KeFD
2024-11-152024-12-04 +19dTSLASell$50K – $100KeFD
2024-10-032024-10-28 +25dRTXBuy$500K – $1MeFD
2024-08-212024-09-12 +22dMSFTBuy$100K – $250KeFD
2024-06-182024-07-10 +22dNVDABuy$250K – $500KeFD
2024-04-022024-04-27 +25dAAPLSell$15K – $50KeFD
2023-11-292023-12-21 +22dPLTRBuy$50K – $100KeFD
2023-09-142023-10-09 +25dGDBuy$100K – $250KeFD
# Sen. Margaret A. Holloway (R-VA) — disclosed trades
## source: Senate eFD / STOCK Act · amounts are statutory ranges, not exact

| trade_date | disclosed  | ticker | type | amount_range  | source |
| ---------- | ---------- | ------ | ---- | ------------- | ------ |
| 2025-02-12 | 2025-03-01 | NVDA   | buy  | $1M – $5M     | eFD    |
| 2025-01-22 | 2025-02-08 | LMT    | buy  | $250K – $500K | eFD    |
| 2024-12-09 | 2025-01-03 | PANW   | buy  | $100K – $250K | eFD    |
| 2024-11-15 | 2024-12-04 | TSLA   | sell | $50K – $100K  | eFD    |
| 2024-10-03 | 2024-10-28 | RTX    | buy  | $500K – $1M   | eFD    |
| 2024-08-21 | 2024-09-12 | MSFT   | buy  | $100K – $250K | eFD    |
| 2024-06-18 | 2024-07-10 | NVDA   | buy  | $250K – $500K | eFD    |
| 2024-04-02 | 2024-04-27 | AAPL   | sell | $15K – $50K   | eFD    |
| 2023-11-29 | 2023-12-21 | PLTR   | buy  | $50K – $100K  | eFD    |
| 2023-09-14 | 2023-10-09 | GD     | buy  | $100K – $250K | eFD    |

# caveats: filing lag up to 45 days · ranges not exact · list may be incomplete
Illustrative · derived from public STOCK Act disclosures · amounts are statutory ranges, not exact · filing lag up to 45 days · not investment advice.
§ 05 — The Supply-Chain Packet

The supply chain as a percentage of revenue and cost.

Who the money comes from, and where it goes — customers as a share of revenue, suppliers as a share of cost — so concentration risk is a number, not a vibe.

Revenue by customer · cost by supplier · concentration flagged
NVIDIA — supply chain as % of revenue & cost FY2025supplychain · financial view
Revenue — by customer% of total revenue
Microsoft hyperscaler19%
10-K customer concentration · est.
Meta Platforms hyperscaler14%
10-K “>10% customer” · est.
Amazon / AWS cloud11%
analyst channel estimate
Alphabet / Google cloud8%
analyst channel estimate
Oracle / CoreWeave neocloud6%
analyst channel estimate
All other customers42%
remainder

Top 5 customers ≈ 58% of revenue. Demand is concentrated in a handful of hyperscalers — a swing in any one’s capex moves the model.

Cost — by supplier% of COGS
TSMC wafers · CoWoS46%
supplier teardown · est.
SK Hynix / Micron HBM3E22%
HBM bill-of-materials · est.
Samsung HBM · memory9%
BOM estimate
Amkor / ASE substrate · assembly7%
packaging estimate
Other components16%
PCB, passives, NICs, power

TSMC ≈ 46% of COGS — single-foundry concentration. Wafer and CoWoS packaging capacity is the binding constraint on units shipped.

Facts, sources, timestamps — not investment advice. Customer mix and supplier shares are illustrative estimates; companies disclose only limited concentration data.

Give your agent a finance brain.

Install — developer preview (current path; requires repo access)

finterm is not on npm yet, so this local install from a finterm repo checkout is the only working install path today (there is no public repo). The root pnpm install is required: the CLI package resolves its dependencies through the root pnpm workspace, so a fresh checkout fails to build without it.

cd <repo-root>
pnpm install
cd finterm-cli/packages/finterm-cli
pnpm build
mkdir -p "$HOME/.finterm-local/lib"
npm link "$PWD" --prefix "$HOME/.finterm-local"
export PATH="$HOME/.finterm-local/bin:$PATH"
finterm --help

Agents: install finterm with the developer-preview commands above, then run finterm --help and follow the auth and setup instructions. Do not install finterm from npm until the package is publicly released.

Once released: npm install -g finterm. Until then, use the developer preview above — the npm package is not published yet, so the npm command must not be run today.