Embedded AI consulting

Your team is doing work AI should be doing.

We embed in your business for a few weeks, find the workflows draining your people's hours, and ship the AI systems that take that work off them — permanently. Costs less than a senior hire. Compounds forever.

Book a 30-min intro call → How it works
What changes for you
10–15 hrs/wk

reclaimed per operator

The ops, support, data-prep, and review work AI should be doing — we build the systems that do it, so your people stop.

2–3×

capacity with the same headcount

Grow without burning out the people you have or making hires you can't yet justify.

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 2026-04-20
Hiring snapshot
9,061 live AI/ML roles — Speechify leads with 378
Q2 2026 AI Hiring Snapshot →
Compensation
Research pays $43k more than generative-AI
AI Compensation by Skill →
Remote vs onsite
Hybrid AI roles pay a $34k premium
Remote vs Onsite AI Hiring →
Entry-level gap
Only 6.6% of AI roles are junior
The Junior AI Hiring Gap →
MCP ecosystem
Only 5.7% 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.