AI products. Built, not consulted.

Market Sentiment
Intelligence.

Turn the world's news into a measurable trading signal — collected, understood by NLP, and delivered as a live terminal.

● Working prototype · full version detects news minute-by-minute
We don't consult. We build.
PITCH · v1ALTE Agents · 2026
ALTE · AGENTS  ·  02  ·  PROBLEM02 / 15
The problem

Markets move on news.
Reading it doesn't scale.

7,600+
articles / asset / year

No desk can read every wire, RSS feed and report in time to act.

≠
tone vs price

"War in Iran" reads negative — but it sends oil up. Naïve sentiment gets the direction wrong.

90%
priced-in noise

By the time a headline prints, the move is mostly done. The edge is in what it means next.

Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  03  ·  SYSTEM03 / 15
The system

Three modules. One pipeline.

Each stage ships on its own — or as one product. Re-targets to any asset, sector or company by swapping keywords and tickers.

01
Collect
Parse the world's news + prices, with history and full article text.
→
02
Analyze
Deep NLP: tone, entities, events, topics, impact, trading signal.
→
03
Dashboard
A live terminal: signal, simulator, maps, model introspection.
Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  04  ·  COLLECT04 / 15
01
Stage one

Collect.

Industrial news ingestion — historical backfill and real article bodies, not just headlines.

GDELT DOC 2.0Historical backfill over any period — thousands of global outlets, no key
RSS ×8 · Google News ×8Real-time stream from oilprice, Reuters, CNBC, Kitco, mining.com…
trafilatura + httpxExtracts the full article text from each link — SOTA extractor, concurrent
yfinancePrices: WTI, Brent, gold, silver, copper, gas, the dollar index
parquet storeDe-dupe by URL, incremental — never re-fetches
7,633articles
78%full text extracted
YTDhistory depth
Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  05  ·  ANALYZE05 / 15
02
Stage two

Analyze.

Not keyword sentiment — meaning, on neural models, over the full text.

FinBERTfinancial tone per article
Price-directionorients tone to price: war = bullish oil
bge-base768-d embeddings · novelty
spaCy NERentities + per-entity sentiment
Event detection10 types: sanctions, supply, rates…
BERTopic100+ auto-labelled themes
Log-odds keyphrasesbullish vs bearish language
Impact 0–100signal·novelty·event + relevance gate
NLP Microscopetoken attribution · attention · softmax
Composite signal0–100 buy / sell index
Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  06  ·  DASHBOARD06 / 15
03
Stage three

Dashboard.

One interactive file — an institutional terminal anyone can read in five seconds.

Signal Monitor

Buy / sell gauge & market mood, Fear-&-Greed style.

Trading Simulator

Backtest the signal — capital, thresholds, day-by-day play, P&L, trade blotter. No lookahead.

Price × Sentiment

Abnormal sentiment over price with event markers.

Semantic map · Word cloud · Network

The whole news space, visualised.

News feed

Price-moving phrases highlighted, links to source.

NLP Microscope

See exactly why the model decided.

Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  07  ·  SHOWCASE07 / 15
Live terminal · price × sentiment

Abnormal sentiment, mapped onto price.

Green = mood stronger than its own baseline, red = weaker. Triangles flag market-moving events; bars below are daily news volume.

Screens from the working prototype · year-to-date sample data · live version updates minute-by-minute.

Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  08  ·  SHOWCASE08 / 15
Live terminal · the news space, visualised

Word cloud & semantic map.

Salient terms — size = frequency, colour = price-direction sentiment.
Every headline embedded (bge) & projected — clusters of meaning.
Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  09  ·  SHOWCASE09 / 15
Live terminal · trade the signal

Backtest it, day by day.

Strategy vs buy & hold — capital, thresholds, P&L, trade blotter. No lookahead.
Signal Monitor — a 0–100 buy / sell gauge & market mood.
Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  10  ·  SHOWCASE10 / 15
Live terminal · entities & introspection

Who drives it — and why.

Entity co-occurrence — OPEC, Iran, the Fed… sized by mentions, coloured by sentiment.
NLP Microscope — token-level attribution & attention behind each verdict.
Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  11  ·  METHOD11 / 15
Methodology

From raw text to a tested signal.

The signal isn't keyword counting — it's an engineered chain, each step inspectable and validated honestly.

Direction, not tone

A supply/demand layer maps FinBERT's tone onto the real price direction — so context, not mood, drives the read.

Abnormal vs baseline

We track deviation from each asset's own rolling baseline — the shift in sentiment, not its raw level.

No-lookahead validation

Every signal acts only on prior-day data and is replayed day-by-day — measured, never curve-fit.

Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  12  ·  DEPTH12 / 15
We show our work

Transparent, not a black box.

Direction, not just tone

A supply/demand layer flips FinBERT's tone into the real price direction — war & sanctions read bullish for oil.

Relevance gate

A PR puff piece scored 61/100 on raw tone. Reading the full text + gating noise drops it to 46 — out of the top tier.

NLP Microscope

Token-level attribution, self-attention and softmax — every verdict is inspectable, word by word.

Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  13  ·  PRODUCT13 / 15
What you can ship

One engine. Many products.

  • Sentiment terminal — white-label, any asset or sector
  • Alpha / data feed — the signal as an API for funds & desks
  • Risk & event alerts — supply shocks, sanctions, rate moves
  • Client dashboards — their assets, sources, branding
  • NLP-as-a-service — parsing + text analysis for any domain
  • Beyond markets — ESG, real estate, political risk
The core is universal — change the dictionaries and the sources, keep the pipeline.
Market Sentiment IntelligenceALTE Agents · 2026
ALTE · AGENTS  ·  14  ·  ROADMAP14 / 15
Prototype → production

A working mockup today.
Minute-by-minute live tomorrow.

This prototype
  • Year-to-date corpus, processed in batch
  • Signal recomputed on each run
  • 7,600+ articles · full-text NLP
Full version
  • Real-time detection — news caught & scored within minutes of publishing
  • Streaming ingestion, signal updates live
  • Push alerts on shocks · API / broker hooks · multi-asset
Same engine — wired to a live stream instead of a batch run.
Market Sentiment IntelligenceALTE Agents · 2026

Any asset. Any language.
Built for your workflow.

We don't consult. We build.
ALTE Agents · 2026