BergFlow
Annotation engineIngest and queue management, labeling and context, quality gates, and validation for multimodal data, including physical-world workflows.
About BergLabs
BergLabs is the data-operations layer behind production AI. Two platforms do the core work: BergFlow controls records, and BergAuto automates the steps that move them. Six applications run on top as one aligned system: Rosterr, Quinn, Charterr, Sirenn, Radarr, and Atlass.
The system
Together they make AI programs operationally reliable: clean inputs, accountable review, governed automation, focused applications, and measurable execution.
Ingest and queue management, labeling and context, quality gates, and validation for multimodal data, including physical-world workflows.
Domain reviewers for human review, QA and adjudication, and exception handling when automation should not own the decision alone.
The overarching automation layer that runs work across workflows, industries, and functions while approvals, exceptions, and confidence checks stay on record.
Productivity, SLA, performance, audit trail, and reporting visibility across the full system, with feedback that sharpens operations over time.
Operating model
We do not treat annotation, review, automation, and reporting as separate projects. The system is designed so each layer strengthens the next.
Data enters through governed queues, schema-backed tasks, and validation gates before it reaches a model or downstream workflow.
Specialist reviewers take on the decisions that need domain judgment, QA adjudication, or accountable human oversight.
Clear rules, approvals, confidence checks, and exception routing make automation useful without turning it into a black box.
Throughput, SLA, quality, and audit visibility feed back into the system so the operation gets sharper instead of noisier.
Why clients work with us
The hard part is rarely the model alone. It is the queue, the review burden, the exception path, the SLA risk, and the lack of operational visibility. BergLabs builds the system around that reality.
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