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Training data your frontier models can stand behind. PuffLabs runs every engagement end to end — vetted experts, calibrated to your standard, working inside your stack. We train with experts, not crowds.
Project-trained experts work directly inside your environment — with your tools, your processes, and your oversight. You stay in control of the quality bar.
Our experts work inside your environment — your systems, your tools, your processes. No platform switch, no integration tax, nothing lost in translation.
You don't chase experts — we do. Send us a note, an edit, a new edge case, and we relay it word-for-word to the team and turn it into guided calibration. Updates land in the team's workflow as fast as your priorities change.
Review outputs as they come in. Calibration sessions, alignment notes, and feedback reach experts in hours, not weeks. Continuous improvement is built into every engagement.
Your project is staffed by named, accountable people — not a rotating pool. Scope, rates, and quality bar are set in conversation, and the same team stays with your work as it evolves.
One project or twenty in parallel. We compose teams across domains, timelines, and skill mixes — and reshape them as the work evolves. You always know who's on your project.
Add a dedicated reviewer/QA layer to any engagement. We can audit work ourselves and route feedback to experts — or work alongside your QA team to close the loop quickly. Either way, you stay focused on the model.
Share your project: the platform, the tasks, the quality bar, the timelines. We map the work to the right expert skill set and propose a team.
We propose a hand-picked team. Before they touch production data, every expert is trained on your guidelines and calibrated against your gold standard. Approvals stay with you.
Experts go live in your environment — your platform, your tools, your reviewers. Nothing leaves your stack unless you want it to.
Continuous feedback loops, optional QA layer, and a clear rework process when quality misses the bar. We own the recovery work so your team stays focused on the model.
Tell us what you're working on and we'll set up a call. We'll learn what you're building, how you'd like to work with us, and shape the project around that. No sales pitch.
PuffLabs was started by operators and trainers who'd spent years inside the industry — onboarding experts, calibrating teams, and watching where quality breaks down on large training runs. We built PuffLabs to do that work the way it should be done: every expert met face-to-face on a 1:1 video call, every project calibrated to your standard, every contributor paid like the professional they are.
To prove that vetted, well-treated humans make better training data than anonymous crowds — and to do it transparently enough that you can verify it. Named experts, real pay, real accountability, every project.
Every expert is personally interviewed by us over a 1:1 video call before they join the platform. Named experts. Transparent pay. No silent deactivations. The operational specifics no marketplace can offer because none of them are built for it — and the reason the data is good.