Realistic cases
Domain scenarios, traces, edge cases, and failure conditions grounded in how the work actually happens.
EXPERT NETWORK / HUMAN JUDGMENT FOR AI SYSTEMS
The model
needs a
workbench.
We assemble small expert pods to create the hard cases, scoring rules, evaluations, and grounded judgment that AI systems cannot manufacture for themselves.
01 / WHAT THE POD DELIVERS
Not résumés.
Finished work.
Industry Next owns the production layer: scope, calibration, review, adjudication, and a clean client handoff.
Scoring rules
Rubrics with observable criteria, examples, acceptable variation, and explicit reasons to escalate.
Model evaluation
Expert judgments, disagreement review, error taxonomy, and calibrated comparison across outputs.
Failure report
Prioritized findings, representative evidence, and the next tests most likely to improve the system.
02 / THE EXPERT TEST PACK
One domain.
One model.
Two weeks.
The pack is deliberately small enough to inspect and substantial enough to change a product decision.
$12,500STARTING FEE
TWO WEEKS
ONE EXPERT POD
TWO WEEKS
ONE EXPERT POD
- 01Scope room
Define the user, domain, model behavior, success criteria, data boundary, and decision owner.
- 02Paid calibration
Experts complete a small paid sample; Industry Next aligns the rubric before production begins.
- 0330–50 expert cases
Final volume follows complexity. Every case remains traceable to the agreed standard.
- 04Dual review + adjudication
Important disagreements are reviewed, resolved, and preserved as findings—not averaged away.
- 05Failure map + handoff
Prioritized patterns, representative examples, limitations, and the recommended next evaluation.
03 / START NARROW
Three fields.
Ten people.
The founding network begins where Industry Next already has working context, then expands when a real brief requires it.
Media + creative systems
Editorial judgment, audience experience, visual culture, sound, participation, rights, and provenance.
Commerce + operations
Customer journeys, retail systems, lifecycle work, support operations, fulfillment, and operating decisions.
AI product experience
Tool use, agent behavior, evaluation design, launch clarity, human review, and real-world failure handling.
04 / REQUEST A POD
Where does
the model
lose judgment?
Share only enough to establish fit. Do not paste confidential datasets, credentials, personal information, unreleased model outputs, or regulated records into this form.
05 / FOUNDING NETWORK
Know the work
well enough
to disagree.
We are looking for practitioners with inspectable work and sharp judgment—not people who merely know AI vocabulary. Calibration tasks are paid. Project terms and compensation are written before delivery begins.
- No membership fee
- No guaranteed placement
- No unpaid speculative production
- No account sharing or assessment assistance
06 / OUTSIDE PLATFORMS
A channel.
Not our foundation.
Network members may independently pursue opportunities through Micro1, Mercor, Turing, Scale, Invisible, and other services. Industry Next does not claim partnership with those companies, cannot guarantee placement, and will not assist with confidential assessments or share accounts. Direct Industry Next briefs remain separately contracted work.
V2 / AGENT BENCH / FOUNDING PILOTS
Rent the
capability.
Not the setup.
For people who want the result but do not want to configure, prompt, monitor, and repair a pile of AI tools. Industry Next would configure and supervise a small agent team behind one simple desk.
Research Runner
Finds, checks, organizes, and prepares sourced material for a human decision.
Communications Helper
Drafts follow-ups, briefs, updates, and publishing packets; the human approves what represents them.
Operations Assistant
Maintains recurring checklists, monitors bounded systems, and escalates exceptions instead of improvising authority.
THE MANAGED LAYER
One desk in.
Checked work out.
- Industry Next configures and maintains the agents.
- A named human owns review and escalation.
- Tool and model costs remain visible.
- Sensitive access is least-privilege and revocable.
- Messages, purchases, deletions, and consequential actions wait for approval.
- The customer can export their work and leave.