Archos LabsThe Translation Layer
Where AI programs break.
The Translation Layer is the only AI newsletter written by someone who has broken these programs from the inside and is building the replacements.
Data Foundations
Three Revenue Numbers And One Root Cause
Marketing, finance, and ops report different revenue from the same business. This is a data definition problem — and it will break any AI model you build on…
3 min read · Published
AI Readiness
Five Data Decisions Founders Get Wrong
Data governance isn't enterprise overhead. For founders, it's five decisions that determine whether your AI outputs work and your customer data stays safe.
3 min read · Published
Getting to ROI
Your AI Pilot Isn't Failing Because The AI Is Bad
Most AI pilots fail before the technology gets a fair test. Here's the structural fix founders miss before day one — one use case, one metric, one decision.
3 min read · Published
Build Without a Team
Data Engineer vs Data Architect: Which Hire Fits Your Stage
Founders waste money hiring data architects too early. Learn what each role actually does, which stage each fits, and when no hire is the right call.
3 min read · Published
Data Foundations
Three Data Decisions That Make AI Work At Startup Scale
Your AI tool isn't broken — your data is. Fix the entity model, master your records, and automate collection. No data engineer required.
4 min read · Published
AI Readiness
Shadow AI Is Already On Your Team
Your team is already using AI you haven't approved. Here's how to find it, assess the real risk, and build lightweight governance that doesn't kill…
3 min read · Published
Data Foundations
Your CRM Data Is Lying To Your AI
Before you deploy AI for lead scoring or forecasting, your CRM data needs a 7-point audit. Here's what AI actually needs — and what it typically finds.
3 min read · Published
Getting to ROI
Write This Before Any AI Project Starts
Founders who skip a written success definition fund a story, not an investment. One page, four fields: metric, baseline, target, timeline. Here is how to write…
3 min read · Published
Build Without a Team
Six Questions To Ask Before Hiring A Data Consultant
Founders often pay for data reports nobody reads. These six questions help you scope a data consulting engagement around decisions, not deliverables.
3 min read · Published
Data Foundations
Fragmented Data Doesn't Just Slow You Down
Most SMB owners treat disconnected tools as a minor annoyance. The evidence shows fragmented data blocks AI entirely — and costs more than you're tracking.
3 min read · Published
