FAQ
What is Expert Review for?
What is Expert Review for?
Expert Review is how enterprises bring their own domain specialists into Akhara workflows: audit and review of agent trajectories, scores, failures, and policy-sensitive cases, plus RLHF evaluations (preferences, rankings, safety flags, rationales) and domain writing (scenarios and success criteria for RL environments). See the introduction.
How do experts get access?
How do experts get access?
Their organization invites them. Admins send invites from the org’s console or project settings (see Invite your experts); experts accept at talent.akhara.ai and complete profile setup.
Does Akhara recruit or pay the experts?
Does Akhara recruit or pay the experts?
No. Experts are your organization’s own people. You decide who is invited, what they can access, and how they are compensated. Akhara provides the portal, workflows, and quality bar.
What kind of work will I get?
What kind of work will I get?
Work from projects your org assigned: review and audit, RLHF evaluations, and/or domain writing, inside the specialties on your profile.
How is work routed?
How is work routed?
Routing uses specialties, languages, credentials, availability, and project assignment. Keep your profile current.
Can I use ChatGPT to help write findings, rationales, or tasks?
Can I use ChatGPT to help write findings, rationales, or tasks?
No. External LLMs on task content are prohibited. See Policies.
What if a task is outside my specialty?
What if a task is outside my specialty?
Decline or release it. Do not improvise out-of-domain findings, labels, or scenarios.
Can I do review, RLHF, and writing at the same time?
Can I do review, RLHF, and writing at the same time?
Yes, if your availability covers the deadlines and your org assigned those work types. Set preferences on your profile.
How is quality measured?
How is quality measured?
Agreement with gold and calibration items, lead review, completion rate, and rationale quality. See Performance in the portal.
I cannot hit a deadline
I cannot hit a deadline
Tell your project lead or support immediately. Early release beats silent abandonment.
I found a platform bug
I found a platform bug
Email support@akhara.ai with steps, browser/OS, and screenshots.