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AdTAO

Causal outcome prediction for paid ad search

Adspend is centralized, opaque - and ripe for disruption.

Annual spend on Google Ads has hit $291 billion.

Yet every every tool works in isolation, isolating intelligence and keeping customers guessing as to what's working and what's not. Which means businesses are left with little choice but to spend more - beholden to one company's metrics, data, and processes.

AdTAO is a Bittensor subnet that turns distributed miners into a prediction engine for real PPC interventions - grounded in a proprietary dataset of 20,000+ live accounts and 1.3 billion cross-account records that no competitor can buy, scrape, or build without years of work.

Why this matters

Other tools show you what happened after the fact. AdTAO predicts what will happen in future: identifying what's wrong, how to change it, and the outcome you can expect if you do.

Paid search is growing at 16.2% year-on-year - and the intelligence gap is growing with it. As AI tools automate execution, every practitioner faces the same question: 'What should I actually do next, and how do I know it will work?'

Every account manager operates blind. Expert intuition lives in heads, not systems. Platforms only show you your own account. AdTAO changes all three of those things at once - pooling cross-account intelligence, encoding it into a diagnostic framework, and using Bittensor's incentive layer to make prediction a competitive market.

The moat is already built. By the time a competitor assembles an equivalent dataset, AdTAO will have three more years of resolution history. Bittensor makes it compound faster.

How it works

  1. Diagnose - TRUST framework fires. AdTAO classifies account state across 263+ named archetypes at five levels: Goals → Measurement → Strategy → Settings → Contents. The hierarchy is non-negotiable: fixing Q4 while Q1 is broken is wasted effort.
  2. Predict - miners compete. The archetype detection triggers a mining challenge. Miners receive an anonymised episode - account state, historical time-series, proposed intervention - and submit probabilistic forecasts over 7, 14, and 28-day horizons. Miners must beat AdTAO's own platform predictions to earn emissions.
  3. Score - validators verify. After outcomes are known, validators grade miners against real results using proper scoring rules. Outcomes are timestamped and verifiable. Every resolved intervention enriches the training signal.
  4. Compound - the moat deepens. Every new account adds to the pattern library. Every resolved intervention sharpens the prediction layer. The subnet gets smarter as data grows - and the data grows every day.

Advertising shouldn't be the monopoly of a centralized elite.

Big Tech's dominance of digital ad spend has gone on for so long, we've lost sight of how unusual and suboptimal this situation is.

With a decentralized competition, we can incentivize probabilistic forecasts revealing what really drives business outcomes - and give every brand the understanding of what their customers actually want, and the tools to make it happen.

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Crowdfund terms

AdTAO seeks to raise 400T in exchange for 97,455 Alpha of their subnet.
Pledgers can choose between three contribution tiers.

In addition to the discounts listed below, all pledgers will receive yield (APY) on their pledged Alpha, accrued directly from the owner key validator, meaning yield is earned on top of the initial discount.

Tiered Discount Structure:
150T at a 10% discount / 1-month period
150T at a 20% discount / 2-month period
100T at a 30% discount / 3-month period

Alpha rate breakdown
This raise sets the base price of 1 Alpha at 0.0051 TAO:

10% discount: 0.00459
20% discount: 0.00408
30% discount: 0.00357

The TAO raised by AdTAO will be used to fund operations to ensure long-term stability and growth.