Software that makes the work visible.
Proprietary portals, pipelines, and dashboards that power every Deaimer engagement — and can be extended, white-labeled, or custom-built to fit your operations.
Built by the team that uses it daily.
Our platform wasn't built to sell software — it was built because our own operation needed it. Every feature ships because an annotator, project lead, or client asked for it. The result is opinionated, practical, deeply battle-tested tooling.
For most clients, using Deaimer means getting full platform access on every engagement. For some, we build dedicated tooling — white-labeled portals, custom pipeline integrations, or entire platforms for internal teams.
What we build.
Proprietary portals
Annotator workbenches, QA review interfaces, and client dashboards — all customizable.
Our annotator workbench handles bounding boxes, segmentation, transcription, preference ranking, and custom task types. Our client dashboard gives you live visibility across every active workflow. Our QA interface catches regressions before they compound.
Annotator workbench
Task UIs for every modality. Keyboard-first. Customizable for your project schemas.
Client dashboard
Live project status, quality metrics, SLA tracking, and invoice access.
QA review console
Sampling, disagreement resolution, gold-set management, and rater performance.
Admin & ops portal
Staffing, scheduling, throughput management, and cross-project resourcing.
Workflow automation
Task routing, sampling logic, and QA gates configured per project — not baked into rigid pipelines.
Every workflow is declarative. You (or your PM) defines tasks, routing rules, QA gates, and SLAs in a config — and the platform enforces it. When something misbehaves, dashboards tell you immediately.
Declarative workflow config
Define task types, routing, QA gates, and SLAs in a single source of truth.
Smart task assignment
Skill-based routing with load balancing and quality-weighted distribution.
Automated QA sampling
Gold-set injection and stratified sampling baked into task distribution.
Webhook triggers
Push events on task completion, SLA breaches, or QA failures to your systems.
Data pipeline development
Ingestion, transformation, and delivery — built for AI-scale data flow.
We build the data plumbing that moves raw inputs to labeled outputs to your training cluster — with versioning, reproducibility, and verifiability at every hop.
Ingestion pipelines
S3, GCS, Azure, SFTP, HTTP streaming — whatever your source system speaks.
Transformation & normalization
Format conversion, schema validation, and PII redaction before annotator exposure.
Versioned delivery
Every dataset versioned. Every version signed. Every change logged.
Direct-to-pipeline
Push completed labels straight into your training pipeline via API or bucket hand-off.
Analytics & reporting
Throughput, agreement, SLA, and cost data — queryable, exportable, alertable.
Every click, task, review, and payment is logged. Query it with SQL. Alert on it with webhooks. Export it to your BI stack. Nothing is hidden in a vendor black box.
Live dashboards
Real-time throughput, agreement rates, SLA adherence across workflows.
SQL querying
Full read access to your workflow data via Snowflake or BigQuery shares.
Custom alerts
Webhook-driven alerts on quality drops, SLA breaches, or unusual patterns.
Cost attribution
Per-project, per-task, per-annotator cost data for finance and forecasting.
Built on boring, reliable tech.
No bleeding-edge novelty for its own sake. Every platform component is battle-tested, observable, and something your security team will recognize.
Beyond our platform.
For teams with unique needs, we build custom software: white-labeled workbenches, internal labeling tools, eval platforms, or entire data operations.
White-labeled portals
Our platform, your branding. Deploy to your cloud, your domain, your SSO.
Internal labeling tools
Custom annotation workbenches for your specific domain or task type.
Evaluation platforms
Full eval harnesses with rater management, analysis, and reporting.
Pipeline integrations
Custom connectors between your training stack and our production system.
Operations platforms
Full internal operations platforms for in-house data teams at scale.
Compliance tooling
Custom audit trail, consent management, and privacy infrastructure builds.
Common questions.
Is the platform included in annotation engagements?
Yes. Every engagement includes full platform access for your team — dashboards, APIs, reporting, SSO. No paywalled add-ons.
Can we self-host?
For enterprise deployments — yes. We support on-premises and VPC deployments with the same feature set as our hosted platform.
Do you offer APIs?
Full REST API covering task ingestion, status callbacks, dataset delivery, and reporting. GraphQL also available for some endpoints.
What's your SLA?
99.9% uptime on our hosted platform, backed financially. Incident reports and root-cause analysis published within 48 hours.
Can you integrate with our existing stack?
Yes. Common integrations include Labelbox, Scale Rapid, W&B, MLflow, Airflow, Snowflake, and Databricks. We build custom connectors when needed.
Who owns custom-built software?
Depends on engagement. Project-specific custom work is yours outright. Core platform improvements remain ours — but you get perpetual access.
Explore the rest of our practice.
Let's make your AI better together.
Tell us what you're training, aligning, or evaluating. We'll map a delivery plan, staffing model, and timeline within one working week.