The Autonomous GTM Engine
Agent 2 of 4

Stop Guessing. Forecast Results to the Cent.

The Strategy Personalization Agent is Minora AI's predictive brain. It takes the Research Agent's intelligence and models hundreds of scenarios to forecast CPA and ROI before a single dollar is spent. No more "test and learn" waste.
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  • 1. Scenario modeling

    HUNDREDS OF SCENARIOS. ONE OPTIMAL ALLOCATION.

    The Strategy Agent takes the Research Agent's intelligence layer and simulates hundreds of budget allocation scenarios. Each scenario tests different channel combinations, audience segments, creative formats, and spend levels. Every scenario scored by expected CPA, projected ROI, and risk-adjusted confidence level. The model identifies where each dollar generates the highest incremental return.
  • 2. CPA & ROI forecasting

    SEE YOUR EXPECTED CPA AND ROI BEFORE YOU SPEND A DOLLAR.

    The predictive media plan shows expected cost per acquisition and return on investment for each channel, each audience, and the blended total. Not vague estimates. Specific numbers with confidence intervals, based on your historical data and market conditions. You see the expected outcome before committing capital. The model accounts for seasonality, competitive pressure, and creative decay rates.
  • 3. Strategy approval

    YOU APPROVE. THE MACHINE EXECUTES.

    The predictive media plan is delivered for your review with full projections and alternative scenarios. You maintain strategic control: approve, modify, or request re-simulation with different parameters. Once approved, the strategy flows directly into the Cross-Channel Launcher Agent. No briefing documents. No agency handoff. Strategy to deployment in hours.

The Predictive Engine

forecasting

Predictive Modeling

  • Multi-scenario simulation

    Hundreds of allocation scenarios tested simultaneously. Channel combinations, audience segments, and spend levels optimized algorithmically.
  • CPA forecasting

    Expected cost per acquisition predicted for each channel and blended total. Confidence intervals based on historical data volume and market stability.
  • ROI projection

    Return on investment modeled with revenue attribution paths. LTV-based projections for D2C and pipeline-value projections for B2B.
  • Risk-adjusted scoring

    Each scenario scored by expected outcome and variance risk. Conservative, moderate, and aggressive options presented with clear trade-offs.
strategy

Deterministic Planning

  • Cross-channel allocation

    Budget distributed across Meta, Google, TikTok, LinkedIn, and 450+ channels based on predicted CPA. Not silo'd by platform team.
  • Audience prioritization

    ICP segments ranked by predicted conversion probability and acquisition cost. High-value segments targeted first.
  • Seasonality modeling

    CPA and conversion rate fluctuations predicted based on historical seasonal patterns. Budget allocation adjusts for Q4 peaks, summer dips, and industry cycles.
  • Creative format optimization

    Expected performance modeled by creative format: video vs. static, UGC vs. branded, short-form vs. long-form. Format mix optimized before production.

Your Agency Says "Let's Test and See." The Strategy Agent Says "Here Are Your Numbers."

  • THE PROBLEM

    The standard agency model is "test and learn." They spend your money to find out what works. Three weeks and $30,000 later, they know Meta converts better than TikTok for your audience. Information you paid for with real budget. The test-and-learn model is a billing model disguised as a strategy.
  • How the strategy Agent Works

    Historical data, competitor intelligence, and market benchmarks feed into predictive models that simulate hundreds of scenarios. The model forecasts expected CPA and ROI for each channel before a single dollar is deployed. Capital goes only where unit economics are mathematically validated. No testing budget. No discovery spend. Precision from day one.
  • result

    Predictive media plans delivered within 24 hours. CPA forecasts with 10-15% confidence intervals. Zero "test and learn" waste. Budget deployed only on validated unit economics.

Frequently Asked Questions

  • Question:
    How accurate are the predictions?
    Answer:
    With 3+ months of historical data, the model forecasts blended CPA within a 10-15% confidence interval. Accuracy improves with each campaign cycle as the model learns from real performance.
  • Question:
    How long does a predictive media plan take?
    Answer:
    Complete predictive media plan generated within 24 hours of Research Agent output. Includes CPA forecasts, ROI projections, channel allocation, and audience targeting across all selected platforms.
  • Question:
    What is deterministic media planning?
    Answer:
    Using historical data and algorithmic modeling to predict outcomes before launch. Instead of spending to learn, the model simulates scenarios and deploys capital only on validated unit economics.
  • Question:
    Does it work for new brands?
    Answer:
    Yes. Industry benchmarks and competitor intelligence used for initial forecasts. Predictions become more precise as the brand accumulates first-party campaign data.
  • Question:
    How is this different from Meta or Google forecasting?
    Answer:
    Platform tools predict within their own ecosystem. Meta predicts Meta. Google predicts Google. The Strategy Agent forecasts cross-platform blended performance and optimizes across 450+ channels simultaneously.
  • Question:
    Can I see forecasts before committing budget?
    Answer:
    Yes. Full CPA and ROI projections delivered before any budget is deployed. You review, approve, and the Launch Agent deploys only after your sign-off.
  • Question:
    How many scenarios are simulated?
    Answer:
    Hundreds. Each scored by expected CPA, projected ROI, and risk-adjusted confidence. Optimal scenario recommended with alternatives for review.
  • Question:
    What happens after strategy approval?
    Answer:
    Approved media plan flows directly into the Cross-Channel Launcher Agent. Campaigns deployed across all selected platforms within 48 hours. Strategy to live campaigns in two days.

Know Your ROI Before You Deploy Your Budget

See how the Strategy Agent forecasts CPA and ROI with mathematical precision.
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What Else You Should Know About Minora AI

People Also Ask

  • Question:
    Does Minora replace my marketing team?
    Answer:
    No. Minora handles execution; your team focuses on strategy.
  • Question:
    Can I use Minora for B2B marketing?
    Answer:
    Yes. Works for lead gen, webinar funnels, and account-based marketing.
  • Question:
    What's the difference between Minora and Meta's Advantage+?
    Answer:
    Advantage+ only works on Meta. Minora optimizes across Meta, Google, TikTok, and 450+ channels.