01
Design
Translate product behavior into a token model with clear value flow, incentives, and risk controls.
Economy architecture for Web3 founders
Tokenomics, institutionalized.
Design capital flows, incentives, and launch systems with the discipline of a financial operating model.
The thesis
Designed for durable token economies.
Tokenomy turns product behavior, market incentives, and treasury constraints into economic architecture founders can operate.
The work is not cosmetic token design. It is the structure beneath the market: emissions, utility, sinks, liquidity, reporting, and governance tied back to real user value.
Complete cycle
From model to market discipline.
02
Launch
Structure emissions, liquidity, airdrops, and stakeholder expectations before the first market cycle.
03
Govern
Use dashboards and reporting to tune the economy after real users, capital, and markets arrive.
Market-ready architecture
Built before the market starts testing assumptions.
A cleaner operating layer for founders, investors, and teams who need the economy to make sense before launch pressure arrives.
Our vision
Product, market, and token in one frame.
We architect tokenomic frameworks that integrate with product and go-to-market strategy, whether for a simple token or a complex multi-asset ecosystem.
The focus is resilience: balanced sinks and faucets, adaptable mechanisms, incentive systems that reward real contribution, and models that can operate through both expansion and contraction.
Every system is shaped around practical user value, so the token is not a narrative layer. It becomes part of how the product works.
Services
Financial architecture for tokenized systems.
A focused service stack for founders building Web3 economies with credible modelling, reporting, launch strategy, and capital discipline.
Token Architecture
Supply, vesting, emissions, incentives, sinks, and utility shaped into one operating model.
Economic Reporting
Decision-grade analysis across user cohorts, liquidity, retention, runway, and market pressure.
Behavior Design
On-chain and product behavior mapped into rewards that retain real users, not mercenary volume.
Utility Systems
Token and NFT utility designed around actual product demand instead of speculative decoration.
Launch Strategy
Airdrops, liquidity, sequencing, and communication plans built for cleaner market entry.
Treasury Policy
Runway, reserves, unlocks, and budget rules structured before the market begins pricing risk.
Capital discipline
Reserve-grade thinking for token systems.
Launch design, treasury planning, liquidity depth, and reporting should sit inside one financial operating view.
Decision layer
Read the signals before the market does.
Retention quality
Emission pressure
Liquidity depth
Unlock exposure
Treasury runway
Airdrop efficiency
Reporting should connect incentives, users, liquidity, unlocks, and runway into decisions founders can actually make.
Proof
Quiet credibility from serious teams.
Selected feedback from collaborators across economic research, software, and venture-backed product teams.
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“Anurag served as an invaluable resource conducting comparative analysis, research, and reports while working on the team at ATMTA. His reporting contributed directly to making strategic decisions at a corporate level.”
Michael Wagner
Co-Founder & CEO, ATMTA, Inc
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“Anurag was an outstanding economist on my team, delivering reliable and insightful analysis that consistently drove our projects forward. His sharp understanding of economic modelling, collaborative nature, and positive energy made him a real asset.”
Eric Vermilion
CEO, W3 Economic Labs
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“Anurag is a brilliant economist with a deep understanding of the latest economic theories. He is a quick learner, a great team player, and always willing to go the extra mile.”
Akshay Gole
Senior Software Engineer
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