Embedded AI consulting

Your team is doing work AI should be doing.

We embed with operating businesses that have repeat ops, support, data-prep, and review workflows — especially local and Pacific Northwest teams that need leverage before another senior hire makes sense. We find one workflow worth automating, ship it into your stack, and leave the runbooks behind.

Request a 30-min intro → How it works
Proof near the ask Same team, same operating model: live AI products, agent-readable APIs, and a research pipeline built on public data.
Case study aidevboard.com AI/ML job board with a real agent API and paid loop. Case study nothumansearch.ai Agent-first search index with live MCP verification. Research system 46 papers, 6 live-data refreshes Public evidence from the same build discipline.
What changes for you
5–15 hrs/wk

targeted per operator

A planning range for repetitive ops, support, data-prep, and review workflows. We validate the actual number in the audit before building.

2–3×

workflow capacity target

An upside target for the specific workflow we ship, not a blanket company-wide promise.

Out-execute

bigger competitors

Companies pulling away in 2026 aren't bigger or better-funded — they ship AI faster. Be one of them.

How we work →
Proof of work

Same hands that wrote these will be in your codebase.

Live data — auto-refreshed weekly Last updated 2026-05-04
Hiring snapshot
9,906 live AI/ML roles — Speechify leads with 1,063
Q2 2026 AI Hiring Snapshot →
Compensation
Research pays $46k more than generative-AI
AI Compensation by Skill →
Remote vs onsite
Hybrid AI roles pay a $35k premium
Remote vs Onsite AI Hiring →
Entry-level gap
Only 6.2% of AI roles are junior
The Junior AI Hiring Gap →
MCP ecosystem
Only 6.1% of MCP claims verify live
MCP Ecosystem Health →

More research

22 research papers. 6 auto-refreshing from live data.

The rest are deep-dive analyses: governance, measurement, org design, agentic accountability, and the engineering maturity ladder that separates teams shipping reliable AI from teams that aren’t.

See all 22 research papers →
About

Who writes this

8bitconcepts is an embedded AI consultancy. We sit inside operating businesses and ship the workforce + process automation their teams will actually use — then leave the runbooks behind. We also build and run our own production AI products: aidevboard.com (AI/ML jobs + agent API) and nothumansearch.ai (agent-first search index, MCP server). The research above is the public version of analysis we run inside engagements — free to read, free to cite. Want to talk? Book an intro call or email hello@8bitconcepts.com.