How we vet AI Pros
Not every platform vets its freelancers. We do — with a real task in each category, scored on a fixed rubric, before anyone can take work.
Every AI Pro on Hyperhat has passed a real work test in their category before they can take a single job. No substituting profile reviews or portfolio votes for proof — it’s an actual assessment.
Anyone can claim to be an AI expert. We verify it.
On many freelancing sites, anyone can sign up. A strong rating means a past client was happy — it doesn’t prove the freelancer can do your kind of AI work at a professional level.
Hyperhat is built differently. Before an AI Pro can show up in your matches, they complete a category-specific assessment: a real task in their field, scored with a defined rubric. If they don’t meet the bar, they don’t work on the platform.
What the assessment looks like
Each category has its own assessment. The work mirrors what Pros deliver for clients.
- Content & Copy Write a product description for a fictional brand and explain how AI fit into the process.
- Data & Automation Complete a data-cleaning task on a sample dataset and submit working code or a clean output file.
- Design & Visuals Create a social graphic for a fictional brief and document an AI-assisted design workflow.
- Video & Audio Produce a short-form audio ad for a fictional product and walk through the production steps.
- Agents & Chatbots Design and document a working agent — system prompt, tools, and logic included.
- AI Web Development Build a functional component or page from a brief with clean, tested code.
Every assessment is timed, graded with a fixed rubric, and requires the Pro to explain how they used AI — not just hand in a finished file.
What we score
The rubric covers four areas in every category:
- Output quality
- Does the work meet the brief — specific, complete, and professional?
- Technical execution
- Correct tools and techniques? No broken code, sloppy errors, or amateur shortcuts?
- AI methodology
- Strategic prompting, iteration, and judgment — or unchecked raw model output?
- Clarity of process
- Can they explain what they did and why? Opaque process doesn’t scale to client work.
Pros must clear the passing threshold on every criterion. Strong output doesn’t offset a weak methodology write-up — each dimension counts.
After someone passes
Passing Pros earn an Assessed badge and a starting tier from their score.
| Tier | Badge | What it means |
|---|---|---|
| Starter | Assessed | Met the bar; newer on the platform. |
| Verified | Verified | Strong assessment; delivery record growing. |
| Pro | Pro | Consistently high satisfaction across multiple jobs. |
| Elite | Elite | Top of category — for complex, high-stakes briefs. |
Tiers aren’t frozen. Great delivery, speed, and client approvals can move someone up; disputes, heavy revision cycles, and refunds can move them down. What you see on a profile is current standing, not only day-one test results.
If someone doesn’t pass
Pros get constructive feedback and a 14-day waiting period before they can try again. Feedback describes the gap in general terms — not exact scores or rubric internals.
After that window they can retake the assessment. There’s no limit on attempts for people who improve and want another shot.
We don’t lower the standard to pad supply. If a category needs more Pros, the answer is better recruiting — not easier tests.
Vetting doesn’t stop at the assessment
Passing unlocks the platform; every completed job feeds performance data: timeliness vs. deadlines, approval rate, revisions, repeat hires, refunds, and more. That flows into how Pros rank.
Someone who crushed the test months ago but slipped on recent deliveries won’t rank the same as a newer Pro with a cleaner streak. Assessed means they could do the work when evaluated; tier reflects whether they’re doing it well now.
What you see when you post a job
Matched Pros in your shortlist have all completed this process — there are no unvetted profiles in those results. Matching is fast on your side because the deep screening already happened on ours.
You’re hiring Pros who’ve already been tested: post a brief and get matched in about an hour. Terms for refunds and delivery are in our refund policy, and you can post a job to get started.
