Programmable Sentiment Infrastructure

The Engineering Layer for Information-Driven Trading.

News is ingested, scored by AI, and classified as Proactive (future catalysts) or Reactive (past-bound noise). The result is a continuous narrative trend — a leading indicator you can query via API before price moves.

or
For individual traders For funds & quant teams
Top asset, 18mo
+685.93%
LINK · 120 trades
Avg win rate
63%
across 1,023 backtested trades
News per day
500–600
scored, classified, timestamped
System overview · liveAI-powered pipeline
01  News ingest & score1.4 art/s
PROFiredancer v1 mainnet launch set for Q2+0.68
REAEther reclaims $4k on weekend volume+0.14
PROChainlink CCIP rolls out to 3 tier-1 banks+0.91
PROSEC opens ETF listing comment window+0.82
↓   Weighted aggregation
02  Narrative trendLEADS PRICE BY ~2.4H
TRENDPRICE (lags)
↓   Crossover signal → Trade executed
03  Alpha captured18-MO BACKTEST · LINK
Cumulative PnL
+685.93%
Win rate / trades
65% · 120
Live stream
reactiveADACardano Whales Accumulate Record ADA Holdings as Retail Selling Surges—Will ADA Price Recover?+0.25reactiveBTCThe Real Story Behind AI Recovering a 5 BTC Crypto Wallet.+0.05reactiveBTCBitcoin's $78K trap: Why a minor BTC dip can revive short-term holder panic.-0.10reactiveDOGE3 Reasons Why Dogecoin Price is Up Today Despite Crypto Market Crash.+0.15proactiveBTCJPMorgan's $30 billion Strategy call exposes Bitcoin's new market fault line.+0.20reactiveETHEthereum bulls face $2,400 wall: Is profit-taking warning of a pullback?-0.15reactiveXRP'Stay Safe XRP Fam': Ripple CTO Emeritus Issues Urgent Scam Alert Warning XRPL Users.-0.10proactiveADAADA bull rally back on?+0.20reactiveBTCClaude Helps User Recover $397K in Lost Bitcoin After 10 Years.+0.05reactiveBTCDavid Bailey's Nakamoto reports $239 million Q1 loss as bitcoin treasury value slides.-0.20reactiveADACardano Whales Accumulate Record ADA Holdings as Retail Selling Surges—Will ADA Price Recover?+0.25reactiveBTCThe Real Story Behind AI Recovering a 5 BTC Crypto Wallet.+0.05reactiveBTCBitcoin's $78K trap: Why a minor BTC dip can revive short-term holder panic.-0.10reactiveDOGE3 Reasons Why Dogecoin Price is Up Today Despite Crypto Market Crash.+0.15proactiveBTCJPMorgan's $30 billion Strategy call exposes Bitcoin's new market fault line.+0.20reactiveETHEthereum bulls face $2,400 wall: Is profit-taking warning of a pullback?-0.15reactiveXRP'Stay Safe XRP Fam': Ripple CTO Emeritus Issues Urgent Scam Alert Warning XRPL Users.-0.10proactiveADAADA bull rally back on?+0.20reactiveBTCClaude Helps User Recover $397K in Lost Bitcoin After 10 Years.+0.05reactiveBTCDavid Bailey's Nakamoto reports $239 million Q1 loss as bitcoin treasury value slides.-0.20
View all news
The Problem

By the time you read it, someone already quantified it.

By the time you read the headline, someone already quantified it. The edge isn't in the news — it's in how fast you can structure it.

Without structure

You're reading headlines.

Raw news is noise. Black-box sentiment scores are opaque. Human-speed interpretation is too slow. You react — you don't lead.

PRICE LEADS — YOU FOLLOW
With Quant Lambda

News is scored and classified

Every article is evaluated for sentiment, impact strength, and temporal intent — proactive catalysts separated from reactive noise. You act on data, not gut feeling.

NARRATIVE LEADS PRICE
How It Works

From guesswork to computation.

A research-first framework that transforms unstructured market narratives into structured, testable data. Users define the "physics" of the market by adjusting multipliers for each news type.

01 · INGEST

Ingest & Score

Thousands of crypto news articles are ingested in real-time, each evaluated by AI for sentiment direction (positive/negative) and impact strength.

02 · CLASSIFY

Classify Intent

Each article is classified as Proactive (future catalyst — leads price) or Reactive (past commentary — follows price). Most tools skip this step entirely.

◆ PROACTIVE◇ REACTIVE
03 · AGGREGATE

Build Narrative Trend

Weighted aggregation across configurable coefficients produces a continuous narrative trend — a quantified measure of information pressure over time.

04 · DELIVER

Deliver via API

Structured, timestamped trend data is available via GET /api/v1/trend. Query by coin, interval (1h–1d), and date range. Plug directly into your models.

200 OK · 14ms
News Typology

Not all news is created equal.

Most systems fail to distinguish between news that predicts the future and news that describes the past. Quant Lambda separates both.

Proactive News

Future-bound catalysts

News about planned actions, upcoming events, and confirmed future developments that haven't been priced in yet. These signals lead price movement.

  • ETF approval filings
  • Partnership confirmations
  • Protocol upgrade announcements
  • Regulatory proposals

Reactive News

Past-bound commentary

Post-factum reports, opinions, and discussions about events that already happened. These signals follow price and confirm existing trends.

  • Market crash analysis
  • Earnings commentary
  • Analyst upgrades / downgrades
  • Regulatory response reports
Alpha Evidence

Backtested. Verified. Transparent.

18 months of historical backtesting across major cryptocurrencies using the Narrative Trend crossover model with Dynamic Weighting. Real data, no curve-fitting.

LINK/USDT+685.93%
+685.93%
WR 65%120 trades18 mo
LTC/USDT+430.06%
+430.06%
WR 67%100 trades18 mo
ADA/USDT+310.49%
+310.49%
WR 57%118 trades18 mo
AAVE/USDT+306.91%
+306.91%
WR 60%153 trades18 mo
ETH/USDT+182.52%
+182.52%
WR 63%109 trades18 mo
BTC/USDT+85.15%
+85.15%
WR 66%71 trades18 mo

Institutional Integration. Select strategies from this framework are currently deployed under NDA by institutional partners via API integration.

View Full Evidence
API playground

One endpoint. Every signal.

Configure parameters on the left — watch the response update in real time. Same endpoint powers our NDA institutional deployments.

→ rate-limited keys · full OpenAPI schema · integration support included

api.quantlambda.ai/v1/trend?asset=BTC&interval=4h&type=allGET 200
{
  "asset": "BTC",
  "interval": "4h",
  "type": "all",
  "price_ref": 98421.4,
  "last_updated": "2026-04-18T10:24:00Z",
  "data": [
    {
      "t": 1776507840,
      "trend": 0.114,
      "proactive": 0.229,
      "reactive": -0.046,
      "articles": 40
    },
    {
      "t": 1776493440,
      "trend": -0.462,
      "proactive": -0.174,
      "reactive": -0.219,
      "articles": 53
    },
    {
      "t": 1776479040,
      "trend": -0.234,
      "proactive": -0.014,
      "reactive": -0.15,
      "articles": 66
    },
    {
      "t": 1776464640,
      "trend": 0.21,
      "proactive": 0.297,
      "reactive": -0.017,
      "articles": 79
    }
  ]
}
Products & Pricing

Two tiers. Both punch above their weight.

From individual trader signals to institutional API integration.

For funds & quant teams

Platform API Access

Structured trend data straight into your models.

$500/ month
or $5,000 / year (save 17%)
  • REST API access (GET /api/v1/trend)
  • Real-time trend data in JSON format
  • Configurable query parameters (type, assets, interval)
  • Interval flexibility: 1h to 1d
  • Proactive / Reactive data filtering
  • Rate-limited API keys with usage monitoring
  • Integration support and consulting
Get API Access
What you'll receive

Signals, delivered to your private Telegram.

Real entries from our backtest archive — same engine, same methodology, same results you get as a subscriber.

Quant Lambda Signals
Dec 10, 2024
LONG SIGNAL LINK/USDT
Entry:$22.11
Narrative trend:+0.71 (proactive dominance)
Closed +25.7% — 36h later
Quant Lambda Signals
Jan 12, 2025
LONG SIGNAL LTC/USDT
Entry:$101.25
Narrative trend:+0.63 (proactive dominance)
Closed +35.1% — 120h later
Quant Lambda Signals
Apr 08, 2025
LONG SIGNAL ETH/USDT
Entry:$1419.04
Narrative trend:+0.58 (proactive dominance)
Closed +17.4% — 24h later
The Founder

Engineering DNA from high-scale systems.

Alex Senkevich
Alex Senkevich
Founder of Quant Lambda · 14 years experience
Quant Lambda exists because I wanted to build a system that explains markets instead of simplifying them.

Information moves markets before price does.
Quant Lambda measures it.

Start with a $20 signal subscription. Upgrade to API when you're ready to plug it into your models.

Quant Lambda — AI Crypto News Signals & Sentiment API