MarketLensEvidence intelligence
Evidence before opinion

Markets move. MarketLens shows the evidence behind why.

Trace a market move from verified source to measured reaction, competing explanations, and transparent confidence—without mistaking association for proof.

Educational research. Evidence is calibrated; outcomes are not guaranteed.
Demonstration dataCase 01 / 07
QQQ · session-1.86%
Economic data · Today · 08:30 ET

Inflation reading exceeds the demonstration consensus

Treasury yields rose and growth shares weakened as the fictional release shifted expected interest-rate timing.

  1. 01Verified sourceOfficial
  2. 02Normalized eventEconomic data
  3. 03Measured reactionMarket session
  4. 04Possible mechanismStrongly associated catalyst
  5. 05Confidence88/100 · high

Confidence is a transparent evidence assessment, not proof of causation.

01 / The wedge
Why MarketLens exists

A chart shows the move.
Evidence explains the story around it.

Financial information usually arrives as isolated fragments: a candle, a headline, a sentiment badge, a confident post. MarketLens assembles those fragments into a challengeable chain.

We measure what followed an event, surface plausible mechanisms, and keep alternatives visible. The result is not certainty. It is a better way to reason under uncertainty.

Read the open methodology
01

Trace every claim

Source, timestamp, data class, and evidence stay attached.

02

Keep alternatives alive

A plausible mechanism sits beside competing explanations.

03

Expose uncertainty

Confidence anatomy and limitations remain open to inspection.

02 / Product proof
Inside the evidence desk

One question.
Five ways to investigate.

MarketLens is not a collection of disconnected features. Every workspace helps you move from observation to evidence, testing, and understanding.

Workspace / Intelligence
Causal signal desk

Start with the move that needs explaining.

Live observations remain separate from demonstration casework. Open a dossier to inspect the source, reaction window, alternatives, and limitations.

  • Live observations
  • Evidence dossiers
  • Daily replay
Open intelligence
Capabilities shown are available today. Market figures retain their source or demonstration labels inside the product.
03 / The method
How an explanation earns attention

Follow the chain.
Challenge every link.

The walkthrough uses a labeled demonstration case. In live research, sourced observations and calculated reactions remain visibly separate.

01
Demonstration statistics release · Official

Verified source

The origin and observation time remain attached to the claim.

02
Economic data

Normalized event

External text becomes bounded data, never an instruction to the system.

03
-1.86% · Market session

Measured reaction

Asset, benchmark, window, and abnormal movement are kept distinct.

04
Strongly associated catalyst

Possible mechanism

The explanation is framed as plausible and shown beside competing events.

05
88/100 · 8 components

Transparent confidence

Weights, gaps, calibration status, and limitations stay inspectable.

Open the methodology

Confidence is not proof of causation. It is a versioned assessment of evidence quality, timing, distinctiveness, and alternative explanations.

04 / Priced possibilities
Sourced · Kalshi

Market Expectations

unavailable

Finance-relevant event contracts reveal what participants are pricing. Market-implied, not objective probability—and never a trading signal.

Expectations feed unavailable

Kalshi did not return a current qualifying financial contract. No percentage is substituted.

Prices can reflect liquidity, spread, participant mix, and contract wording. Verify the resolution rules at the source.

05 / Trust architecture
Built to be challenged

We show our work.
Especially where it can be wrong.

ClassificationDemonstration / sourced / calculated / AI-generated
CausationNever inferred from timing alone
ConfidenceComponents, weights, gaps, calibration
RevisionMethods and records remain versioned
The evidence desk is open

Don’t trade the headline.
Investigate the move.

Open MarketLens