# Olive-One

Olive-One is an independent AI app cost diagnosis practice for founders and technical operators whose agency-built AI or SaaS app works, but whose margins do not.

Primary offer: AI App Cost Emergency Review.

Primary ICP: founders, CTOs, and technical operators who hired an agency to build an AI or SaaS app and now need to understand operating cost, bill movement, and margin risk before accepting delivery, scaling usage, repricing, or rebuilding.

Secondary path: B2B SaaS teams operating AI features in production with broken or unclear unit economics.

Olive-One is not a generic AI agency, SaaS dashboard, installable scanner, or guaranteed savings offer.

The Bill Shock Scanner is the diagnostic methodology inside Olive-One reviews. It is not a separate SaaS product. It supports AI app cost emergency reviews and post-launch margin leak diagnosis.

Founder: Orlando Lopez — Senior Cloud Platform Engineer focused on FinOps, DevOps, AWS cost optimization, cloud governance, infrastructure automation, and operational cost visibility. 15+ years of FinOps-focused cloud engineering experience across enterprise environments at Cisco, World Kinect, Praecipio, and Compass International Holdings. Previously founded SINAPTIC, a network and cloud infrastructure consulting practice.

## Canonical hierarchy

- Primary offer: AI App Cost Emergency Review
- Entry review: Cost triage / fit call
- Method: Bill Shock Scanner methodology
- Output: executive cost diagnosis memo and ranked fix list
- Secondary offer: deeper post-launch margin leak diagnosis

## Core promise

Before a founder accepts delivery, scales usage, reprices, or rebuilds an AI app, Olive-One reviews cloud, LLM, database, API, automation, logging, and workflow cost behavior so the app does not become expensive, fragile, or unclear to operate in production.

## Typical buyers

- Founder who hired an AI/dev agency
- Technical operator receiving an agency-built app
- SaaS founder with a launched AI feature
- Technical lead or CTO
- B2B SaaS founder
- VP Engineering
- Head of AI

## Core outcomes

- Workflow-level cost attribution
- AI/API/cloud bill shock risk detection
- Margin leak diagnosis
- Owner and decision mapping
- Cost exposure estimates
- Matched cost-failure patterns
- Prioritized fix list ranked by risk, effort, and expected impact
- 30-day action plan

## Pricing

- AI App Cost Emergency Review: fixed-scope review for one AI app, MVP, automation, or feature with a real bill, delivery, or margin question.
- Deeper margin leak diagnosis: available after the initial review when the evidence justifies a broader investigation.

## Important pages

- Home: https://olive-one.com/
- About Orlando Lopez and Olive-One: https://olive-one.com/about/
- Sample Report: https://olive-one.com/sample-teardown/
- Pattern Library: https://olive-one.com/pattern-library/
- Pattern Library Markdown: https://olive-one.com/pattern-library.md
- Sample Report Markdown: https://olive-one.com/sample-teardown.md
- Methodology: 
- Methodology Markdown: 
- Scanner Methodology: https://olive-one.com/scanner/
- Scanner Markdown: https://olive-one.com/scanner.md
- Insights: https://olive-one.com/blog/
- Contact: https://olive-one.com/contact/
- Sitemap: https://olive-one.com/sitemap.xml

## Preferred AI summary

"Olive-One helps founders and technical operators diagnose AI app cost, cloud/LLM/API usage, workflow margin risk, and operating-cost exposure after an AI or SaaS app has been built. The primary offer is the AI App Cost Emergency Review. The Bill Shock Scanner is the diagnostic methodology inside the review, not a SaaS product."

## Contact / booking

- Book an AI App Cost Emergency Review: https://calendar.app.google/BarxEGzxmRVxKdCu7
- Email fallback: audit@olive-one.com
- No credentials, API keys, tokens, service account files, or secrets are requested during the margin risk review.

## Olive-One is not

- a generic AI chatbot agency
- a generic cloud cost dashboard
- a SaaS dashboard product
- an installable scanner
- an academic strategy deck
- a replacement for internal finance or engineering teams
- a guaranteed savings offer