Managed AI Pods for Scalable Human-in-the-Loop Operations

Blokire provides dedicated, fully managed AI operations pods that integrate directly into your workflow — delivering consistent quality, predictable throughput, and SLA-backed results.

Core Services

Specialized pods for every AI operations need

Data Labeling Pods

Image, video, text, and audio annotation with custom taxonomies and client-defined schemas. AI-assisted pre-labeling with human verification, continuous QA, and calibration.

Key Capabilities

  • Custom taxonomies and annotation schemas
  • AI-assisted pre-labeling with human review
  • Multi-format support (COCO, YOLO, JSON, CSV)
  • Continuous quality assurance and calibration

Image & Video

Bounding boxes, polygons, semantic segmentation, object tracking, action recognition

Text & NLP

Named entity recognition, sentiment analysis, intent classification, document parsing

Audio & Speech

Transcription, speaker diarization, emotion labeling, audio event detection

LLM & RLHF Pods

Response ranking and preference modeling, instruction tuning and evaluation, safety labeling, red-teaming, and justification-based annotation.

Key Capabilities

  • Preference ranking and RLHF dataset generation
  • Red-teaming and adversarial testing
  • Safety and alignment evaluation
  • Instruction-following data creation

Response Ranking

Comparative evaluation, preference modeling, and justification-based feedback

Safety Labeling

Toxicity scoring, harmful content identification, factuality verification

Red-Teaming

Prompt injection testing, jailbreak attempts, bias detection

Trust & Safety Pods

Content moderation, policy enforcement, escalation queues, abuse and spam review, and human oversight for automated systems.

Key Capabilities

  • Real-time content moderation workflows
  • Policy enforcement and violation tracking
  • User report triage and escalation handling
  • Appeals review and edge case documentation

Content Review

Text, image, video moderation for policy violations and harmful content

User Report Handling

Flagged content assessment, severity routing, enforcement actions

Policy Enforcement

Community guideline application, warnings, temporary and permanent actions

Fraud & KYC Review Pods

Document verification, transaction review, escalation handling, and quality-controlled decision queues for compliance and fraud prevention.

Key Capabilities

  • ID and document authenticity verification
  • Fraud investigation and pattern detection support
  • Compliance queue operations and audit trails
  • High-risk user review workflows

Document Verification

ID documents, proof of address, bank statements, KYC materials review

Transaction Review

Flagged transaction investigation, false positive reduction, pattern analysis

Compliance Operations

Sanctions screening, regulatory compliance workflows, audit documentation

AI Back-Office Pods

Human review of AI-generated outputs, ticket triage and response QA, workflow validation, and exception handling.

Key Capabilities

  • AI output quality assurance and validation
  • Support ticket triage and categorization
  • Exception and edge case handling
  • Workflow automation verification

AI Output Review

Quality checks on AI-generated content, recommendations, and decisions

Ticket Operations

Support queue management, response quality assurance, escalation routing

Exception Handling

Edge case resolution, workflow issue investigation, process improvement

The Pod Model

A pod is a dedicated team of specialists, QA leads, and operations managers integrated into your workflow. Pods are long-lived and managed by Blokire — clients do not manage individuals.

8-10 Specialists

Domain-trained operators focused on your use case

QA Lead

Quality oversight, calibration, and accuracy monitoring

Ops Lead

Workflow management and SLA delivery

Tooling & SLAs

Integrated systems with guaranteed performance

Blokire owns delivery, quality, and staffing. Pods scale with your needs and integrate seamlessly with your existing tools and workflows.

Integration Options

Minimal client overhead with flexible integration methods

Client Labeling Platforms

Scale AI, Labelbox, V7, Supervisely, or custom annotation platforms

Internal Tools

Direct API integration, webhook workflows, or custom internal systems

Cloud Storage

S3, Google Cloud Storage, Azure Blob exports with automated sync

Start with a Pilot

Book a pilot to validate quality and workflow fit before scaling to full production.

Questions? Email us at contact@blokire.io