Are You Scaling
Into Bankruptcy?

Calculate your AI margin collapse point before investors do.

I am a...
Unit Economics
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Presentation Ready

Presenting this to the board?

Don't just take screenshots. Download the official AI Unit Economics Matrix Executive Report Template (PDF), complete with calculation methodologies and board-ready talking points.

Includes the master Diagnostic Toolkit

Operational Context & Enforcement

Why This Happens

Synthetic COGS

The AUEB exposes your Synthetic COGS. Generative AI fundamentally reintroduces variable cost of goods sold into software. If you don't track the compute cost per query, your margins will collapse as you scale.

Read The Framework
Runtime Enforcement

Mitigate Margin Collapse

Stop subsidizing LLM providers with your VC funding. Exogram enforces dynamic cost routing and intent classification, ensuring high-compute models are only triggered when the ROI justifies the inference cost.

Exogram Capability
Actionable Operational Proposal
Status: ELEVATEDDerived from AI Unit Economics Benchmark (AUEB)

Remediating Inference Token Squeeze & Gross Margin Erosion

Calculated Exposure: Typical Recoverable Token Dividend = $120k to $650k+ / year. The following operational realization pathways are available based on your parameters.

[ENGINEERING RUNTIME]OPERATIONALIZES
For: AI Architects & Infrastructure Directors

Deploy Edge Semantic Caching & Vector Proxy

Exogram provides sub-20ms vector cosine similarity caching and deterministic edge gateways to capture your Inference Dividend.

[EXECUTIVE ADVISORY]ADVISES ON
For: CFOs & VPs of Engineering

Commission an AI Token Economics Audit

Retain Richard Ewing for a formal FinOps evaluation of enterprise token OpEx, gross margin recovery, and multi-agent loops.

Non-Contamination Invariant: Diagnostic calculations remain strictly mathematical and objective. Operational pathways provide verified implementation and advisory options.

Diagnostic Interceptor

Is your runway burning faster than your MRR?

Compute costs are the new cloud tax. Take the AI Economics Diagnostic Audit to find your hidden margin leaks before your next board meeting.

$100K+ API Bills
Token Sprawl
Negative Margin