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Back to Venice
Overview
Mechanism map
Staking to access the inference
Yield-Bearing Staking
Stake-Based Discount
Buyback and burn
Venice

Venice

  • $VVV's primary holder utility is staking. By staking, holders receive access to Venice's AI inference, with free usage allocated proportionally to their share of the total $sVVV stake.
  • $VVV stakers can also mint $DIEM — a token that provides $1/day of AI inference in perpetuity. This converts volatile, stake-based inference access into a predictable one. Minting $DIEM requires locking a specific amount of $sVVV, and unlocking that $sVVV requires burning the previously minted $DIEM.
  • In addition, Venice uses a portion of inference payments to buy back and burn $VVV, creating indirect value accrual for all $VVV holders, regardless of staking.

Mechanism map

  • Staking to access the inference
  • Buyback and burn

Token functions

Staking to access the inference

Staking to access the inference is the core utility of $VVV. To activate it $VVV must be staked.

VVV stakers receive (a) a pro-rata share of Venice's free API inference capacity, so $VVV acts as a kind of discount token for the product (b) 80–100% of programmed VVV emissions.

These emissions serve a dual economic function: (1) a yield stream that can be interpreted as a form of cashflow to stakers; (2) an increase in the staker's relative share of total supply, expanding their future claim on free inference capacity versus non-stakers.

The $DIEM minting option is a subset of free inference access function, tokenizing the determined free amount of usage and allowing it to be used as an asset in DeFi.

Yield-Bearing Staking

The Yield-Bearing Staking Token sub-VCM is structured around staking and the depreciation-offsetting proportional allocation of a part of the total regular emissions to staked token holders. THe value is captured by additionally incentivising token staking by diminishing the loss incurred by price volatility whilst the tokens are locked.

This model allows stakers to either utilize their allocated API access or trade it.

Value drivers

Transferability Restriction

represents staking $VVV for activating its utility functions

Reflects the risk derived from staking VVV tokens in a staking contract to get a corresponding share of free API calls. The risk is derived in part from natural volatility and in part - from the consistent inflation rate that continuously depreciates staked tokens.

[7] = ƒ(staking_period, reward_rate, amount_staked, price_at_staking)

  • staking_period — is the length of period set up by the user
  • reward_rate — is the amount of tokens per second awarded to all users for staking (i.e., the rate of emission)
  • amount_staked — is the number of tokens staked up by the user
  • price_at_staking — is the price of the staked token position when staking them. It defines the staked value together with the staked amount

Value capture investment profile

$VVV token design Insights

$VVV fundamental value is a claim on (1) protocol inference capacity, through free inference access and $DIEM minting (2) protocol revenue shared via buyback model.

What does this model mean for $VVV holders:

  • Since $VVV stakers earn emissions-based staking rewards, stakers continuously grow share in overall supply and size of available free inference vs. non-stakers.
  • Inference capacity growth increases value of every $sVVV stake and vice versa.
  • The Mint Rate of X sVVV per DIEM today (up from 90 at the Aug 2025 launch) is the live cost the protocol assigns to perpetual compute — and therefore the cleanest on-chain reference for $VVV intrinsic value: floor ≈ (1 / Mint Rate) × $365/y.
  • Subscription revenue used for buybacks and burns acts as an additional origin for token value accrual benefiting all existing holders.
  • $DIEM is the asset whose value is capped at $365/year and its DIEM price / $365 is a kind of a multiplier reflecting the valuation of perpetual claim on the protocol inference.

Cashflow

represents the cashflow derived from emissions allocated to all stakers

Represents rewards unconditionally allocated to all stakers. The source of this cashflow is token emissions. Note that the token allocation depends on the total utilisation rate (i.e., the global demand on Venice inference power), thereby further incentivising the use of obtained compute shares.

[21] = ƒ(amount_staked, reward_rate, time_elapsed, utilization_rate)

  • amount_staked — is the amount of tokens staked up by the user
  • reward_rate — is the amount of tokens per second awarded to the user for staking
  • time_elapsed — is the number of units of time in the staking_period
  • utilization_rate — is the utilisation rate of the total Venice inference power

Stake-Based Discount

The stake-based discount token sub-VCM represents value capture through the option to use the API capacity regularly allocated to all token stakers proportionally to their stake. Observe that the emissions are also dependent on the total utilisation rate of the available Venice inference capacity pool; in such a way, a positive feedback can be observed from activating the Access OoV by indirectly increasing the Future Cashflow received by the staker from the regular emissions.

This sub-VCM manifests through VVV holders staking their tokens to receive a proportional share of venice.ai’s inference capacity and generating demand on that capacity, which incentivises the capacity pool expansion and is rewarded with increased volatility-offsetting emissions. This model ensures that demand for inference is directly linked to demand for the token itself.

Value drivers

Transferability Restriction

represents staking $VVV for activating its utility functions

Reflects the risk derived from staking VVV tokens in a staking contract to get a corresponding share of free API calls. The risk is derived in part from natural volatility and in part - from the consistent inflation rate that continuously depreciates staked tokens.

[7] = ƒ(staking_period, reward_rate, amount_staked, price_at_staking)

  • staking_period — is the length of period set up by the user
  • reward_rate — is the amount of tokens per second awarded to all users for staking (i.e., the rate of emission)
  • amount_staked — is the number of tokens staked up by the user
  • price_at_staking — is the price of the staked token position when staking them. It defines the staked value together with the staked amount

Access

represents the opportunity to use venice.ai API calls for free (directly or via minting $DIEM)

Represents the daily provision of a proportional share of the total venice.ai inference capacity free of charge.

[4] = ƒ(amount_staked, total_amount_staked, total_inference_power)

  • amount_staked — is the amount of tokens staked up by the user
  • total_amount_staked — is the total amount of tokens staked up by all users (as the user is granted a portion of total API inference capacity pro rata)
  • total_inference_power — is the total inference capacity of Venice

Conditional Action

represents the venice.ai API calls usage or minting $DIEM

Represents the venice.ai API calls usage.

[8] = ƒ(amount_used)

  • amount_used — is the amount of inference consumed by the user

Cashflow

represents the market cost of API calls allocated for the VVV staker (according to the stake size) or free inference granted by $DIEM

Reflects the market cost of API calls allocated for the VVV staker (proportional to the stake size).

[22] = ƒ(amount_staked, total_amount_staked, total_inference_power, api_market_price)

  • amount_staked — is the amount of tokens staked up by the user
  • total_amount_staked — is the total amount of tokens staked up by all users (as the user is granted a portion of total API inference capacity pro rata)
  • total_inference_power — is the total inference capacity of Venice
  • api_market_price — is the market price of API access

Buyback and burn

Protocol buybacks and burns $VVV using its revenue which acts as an additional value accrual mechanics affecting all $VVV holders regardless of staking.

Value drivers

Cashflow

reflects the deflationary appreciation for all VVV holders due to the buyback program

Reflects the deflationary appreciation for all VVV holders due to the buyback program. The program uses a share of subscription revenue to buyback and burn VVV tokens.

[23] = ƒ(circulating_supply, buybacked_amount)

  • circulating_supply — is the total circulating supply of VVV
  • buybacked_amount — is the bought back amount of VVV in a given timeframe