Diagnostics Hub

Executive Diagnostics
in 60 Seconds

These are the same forensic instruments I use in R&D Capital Audits. Try them free. If the results show critical leakage, we should talk.

Cost Audits & Financial Leaks

Problem: AI Slowing Down Sprints

Why AI Code Slows Down Your Team (PDI)

Your engineers are shipping 3x more code with AI assistants, but releases are slower and bugs doubled. Calculate how much messy AI code is costing your company in dollars.

Calculate AI Code Cost →
Problem: Software Tax Deductions & OpEx

How to Write Off AI Software Costs Properly

Calculate the difference between real software innovation and hidden maintenance waste to protect your tax deductions, Section 174 filings, and company earnings.

Run Tax & OpEx Audit →
Problem: Board Liability & Unapproved AI

Board AI Governance & Liability Scorecard

A 10-point check for CEOs, Board Directors, and Audit Committees to evaluate rogue AI agents, data privacy exposure, and capital risks before the next board meeting.

Audit Board Risk →
Problem: Company Valuation Drag

Valuation Impact Calculator (EV-SE)

See exactly how delayed technical decisions, customer churn, and code debt reduce what buyers or investors will pay for your business.

Calculate Valuation Impact →
Problem: Exploding AI Token Invoices

Why Your AI API Bill Outpaces Revenue (AUEB)

Customer signups grew 10%, but your monthly OpenAI or Anthropic bill jumped 300%. Calculate your exact profit margin loss per active user and find your break-even point.

Calculate Token Margin Loss →
Problem: Cloud GPU vs API Pricing

Why Hosting Your Own AI Model Costs More Than APIs

You rented expensive cloud servers to escape API token fees, but the monthly server bill is higher. Find the exact request volume where self-hosting actually saves money.

Find Hardware Break-Even →
Problem: Headcount vs AI Automation

Did AI Actually Lower Customer Support Costs?

Calculate real payroll savings versus the hidden costs of managing, prompt tuning, and supervising autonomous AI agents.

Calculate Headcount Impact →
Problem: Overpaying on AWS / Azure

When to Move AI Off Expensive Cloud Servers

Calculate how much cash your business gets back each month by moving steady AI database workloads off AWS to dedicated servers.

Calculate Cloud Savings →
Problem: Small Model Economics

Small AI Model Break-Even Calculator

Calculate the exact number of monthly prompts where fine-tuning a small 8B model beats paying frontier cloud APIs.

Run Break-Even Model →
Problem: Unprofitable AI Features

Is Your AI Feature Losing Money on Each User?

Map flat-rate subscription pricing against actual variable token usage to spot features that eat into your product profits.

Check Feature Margins →
Problem: Vibe Coding Liabilities

Vibe Coding & Unreviewed AI Code Auditor

Calculate the hidden debt and rewrite costs created when non-technical founders or teams generate thousands of lines of unreviewed code.

Audit Code Risk →
Problem: Agents Breaking Codebases

AI Coding Agent Readiness Check (AARI)

Check your codebase structure and automated test safety before turning on autonomous coding agents like Claude Code or Cursor.

Audit Readiness →
Problem: Multi-Agent Token Costs

Multi-Agent AI Token Cost Simulator

Calculate the compounding token bills when multiple AI agents talk to each other in automated loops.

Run Token Simulation →

Security Leaks & Rogue AI

Team Hiring & Engineering Speed

Frequently Asked Questions

Are these diagnostic tools free to use?+
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What is the Product Debt Index (PDI)?+
How do I remediate a high risk score?+
Empirical Foundations

Research Foundations

BeehiivSeptember 4, 2026

The Bootstrapper's Cloud Credit Playbook

Read Work ↗
LinkedInSeptember 3, 2026

The Engineering Bottleneck Illusion: What Copilot Adoption Taught Us

Read Work ↗
Built InSeptember 2, 2026

Who’s Actually Responsible for Your AI Agents?

Read Work ↗
CIO.comAugust 31, 2026

Bedrock, Vertex or build it yourself: The AI infrastructure decision most CIOs get backwards

Read Work ↗
BeehiivAugust 28, 2026

Cursor vs Google Antigravity for Production AI Building

Read Work ↗
LinkedInAugust 24, 2026

Most Companies Shouldn’t Be Using Autonomous Coding Agents Yet

Read Work ↗

"Observability without enforcement is governance theater."

Diagnostic insights are irrelevant without a deterministic interception layer. To remediate the risks identified, you must implement Admissibility-Native architecture.