Platform features

Production-grade review infrastructure

Automate routing, manage quality at scale, and integrate human review into your existing workflows with configurable thresholds, escalation queues, and batch APIs.

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No lock-in HMAC-signed webhooks Pay per task
Risk threshold mode

Automate pass/fail with configurable thresholds

Set quality score thresholds per content type. Tasks that score above the threshold are auto-passed. Those below get routed to human reviewers for detailed assessment.

  • Auto-pass below threshold (e.g. quality score > 0.9)
  • Auto-flag above threshold for human review
  • Configurable per content type
Threshold Configuration
Content type Medical text
0.0 0.94 threshold 1.0
Mock result
quality_score: 0.94 → auto-passed
847
Auto-passed
23
Sent to review
Escalation queue
Escalation Queue
3 open 2 critical
task_8f3a — Medical translation SLA: 2h left
Failed quality gate (score: 0.42). Auto-escalated to Tier 2.
Critical P1
task_2b1c — Legal review SLA: 6h left
Reviewer flagged inconsistency. Awaiting second opinion.
High P2
task_7d9e — OCR verification SLA: 24h left
Batch quality check flagged low confidence region. Awaiting review.
Normal P3

Never let a failed review slip through

Tasks that fail review are automatically escalated into prioritized queues. Priority routing adapts based on content urgency and SLA deadlines.

  • Tasks that fail review get escalated
  • Priority routing based on content urgency
  • SLA tracking per escalation level
Integrations

Stay in the loop with real-time alerts

Webhook-delivered notifications keep your team informed without checking dashboards. Get alerts for task completions, rejections, and escalations in your existing channels.

  • Webhook-delivered notifications to Slack channels
  • Task completion alerts
  • Review rejection alerts with one-click retry
Verified Workflows
#review-alerts
Verified Workflows BOT 12:42 PM
Review Rejected — task_8f3a
Medical text translation — German → English
Quality score: 0.42 (threshold: 0.9)
Reviewer: Sarah M. — "Incorrect medical terminology in paragraph 3"
Retry
View details
Batch operations
POST /api/v1/tasks/batch
200 OK
// Request: Submit 100+ tasks
POST /api/v1/tasks/batch
{
"tasks": [
{ "type": "medical",
"content": "..." },
{ "type": "legal",
"content": "..." },
// ... 98 more
],
"callback": "https://...
}
// Response
{
"batch_id": "batch_9x2",
"total": 100,
"status": "processing",
"progress": {
"completed": 0,
"in_review": 0,
"queued": 100
}
}
Processing batch_9x2 67%
42 completed 25 in review 33 queued

Scale your review pipeline with batch operations

Submit hundreds of tasks in a single API call. Parallel processing with real-time progress tracking and callback webhooks for completion notifications.

  • Submit 100+ tasks in one call
  • Batch status tracking
  • Parallel processing with progress

Stop stitching together review pipelines

One platform for consensus thresholds, webhook-driven escalation, and sub-second task routing across thousands of concurrent reviewers. Ship the integration in an afternoon — not the next quarter.

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