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MotiveGraph

Independent market intelligence

MotiveGraph

Market intelligence for understanding what people own, want, and value.

MotiveGraph studies how demand forms across digital assets, consumer markets, and creator-led commerce.

We develop research frameworks and analytical systems designed to separate observable demand from narrative.

Explore research Research inquiries

Singapore · Independent market intelligence

Research index

2026

Status reflects research maturity, not forecast accuracy.

01 Research

Research

Three research directions. One underlying question: what creates durable demand?

01 Current research

Asset PMF

Mapping ownership and conviction across markets.

Researching the relationship between product adoption, asset ownership, retention, incentives, and observable market behavior.

Key areas

  • product-to-ownership conversion
  • holder retention
  • incentive dependence
  • asset adoption
  • onchain market behavior

Conceptual sequence

Product UseOwnershipRetentionRepeat Exposure

We do not claim to know why an individual investor bought an asset unless that behavior is directly measured.

Observed behavior Inferred relationships
02 In development

DemandCurve

Identifying emerging demand before it becomes consensus.

Researching how product attributes, pricing, positioning, market signals, and comparable outcomes translate into measurable future demand.

Key areas

  • demand forecasting
  • pricing
  • market signals
  • comparable launches
  • prediction calibration

Conceptual sequence

ConceptPriceDemandOutcomeCalibration

Forecast → Observe → Calibrate.

03 Exploration

Creator Demand

Mapping brand demand across creator markets.

Researching which combinations of creators, audiences, products, pricing, and markets generate durable consumer demand.

Key areas

  • creator-product fit
  • audience-market fit
  • pricing
  • launch demand
  • incremental demand
  • creator commerce

Conceptual sequence

CreatorAudienceProductMarketDemand

Influence is visible. Incremental demand is harder.

02 Thesis

Demand should be measured, not guessed.

Markets are increasingly easy to create. Understanding why people choose, buy, own, hold, or return is not.

MotiveGraph develops measurement systems that connect observable behavior, structured research and realized outcomes.

The objective is simple: turn demand from narrative into evidence.

Measurement loop

  1. Observe
  2. Model
  3. Outcome
  4. Calibrate
03 Approach

Evidence before narrative.

01

Observe

Measure what markets and participants actually do.

02

Structure

Transform noisy market information into comparable evidence.

03

Model

Estimate relationships while making assumptions and uncertainty explicit.

04

Calibrate

Compare estimates with realized outcomes and measure error over time.

Methodology note

AI may assist with data extraction, classification, research synthesis and hypothesis generation. Quantitative estimates should remain traceable to their underlying data, assumptions and methodology.

Read the full research methodology

Figure The research loop

  1. 01

    Observe

    Measure what markets and participants actually do.

    observed data

  2. 02

    Structure

    Transform noisy market information into comparable evidence.

    comparable evidence

  3. 03

    Model

    Estimate relationships while making assumptions and uncertainty explicit.

    estimates + assumptions

  4. 04

    Calibrate

    Compare estimates with realized outcomes and measure error over time.

    measured error

Calibration feeds back into Observe — estimates are recorded, then compared with what actually happened.
04 Principles

Research principles

01

Observable before inferred

Observed market behavior should be separated from interpretation.

02

Uncertainty is information

Estimates should communicate uncertainty rather than hide it behind arbitrary scores.

03

Outcomes matter

Forecasts become useful when compared with what actually happened.

04

Models should be falsifiable

Research conclusions should be capable of being proven wrong by new evidence.

05 About

MotiveGraph

Singapore · Independent market intelligence

MotiveGraph is an independent market intelligence project based in Singapore.

Our research sits at the intersection of digital assets, consumer demand, market behavior and creator-led commerce.

We are currently developing the first generation of MotiveGraph datasets, research frameworks and analytical tools.

06 Contact

Research and partnerships

MotiveGraph is currently open to research conversations, data partnerships and early industry collaboration.

Research

research@motivegraph.top

For:

  • research
  • methodology
  • datasets
  • market analysis
  • research collaboration

General

hello@motivegraph.top

For:

  • introductions
  • partnerships
  • events
  • general inquiries