Reveal the hidden costs.
Drag to see what "Managed Service" really means.
The Black Box
"Managed Service"
Pricing seems simple.
Until you scale.
Monthly minimums regardless of volume.
Paying twice for bad labels.
Slow turnarounds stall your model.
The Glass Box
Transparent pricing.
Audit-ready logs.
You own the data lineage.
Five ways we win
Not annotation plus tools. Unified intelligence that compounds every deployment.
The Regression Bank™
Scale AI has no regression prevention. You write tests manually. They decay. They get bypassed. AuraOne captures every production failure automatically. 10,000+ failures become permanent gates. History cannot repeat. Certainty, not hope.
AI Labs
Scale AI gives you labels. Evaluation requires LangSmith, custom pipelines, separate systems. AuraOne includes AI Labs natively. RLAIF validators. Calibrated judges with confidence bands. Anti-overfit harnesses. Red-team automation. 10 domain labs. Evaluation is built-in.
Instant workforce
Scale AI waits weeks to recruit annotators. AuraOne provisions experts in 4 hours. AI Interviewer conducts technical screens in 30 minutes. Skills auto-grade. Talent routes to production instantly. Capacity scales with demand, not calendar.
Hybrid routing
Scale AI requires manual decisions. Which annotator gets which task? When to escalate? Cost vs quality tradeoffs? AuraOne automates all of it. Confidence thresholds. Compliance requirements. Cost ceilings. The right mind solves each problem automatically.
Compliance as code
Scale AI exports data. You upload to Vanta. You hope auditors accept the format. AuraOne generates compliance evidence automatically. EU AI Act technical files. SOC 2 Type II reports. HIPAA documentation. Compliance is architecture, not workflow.
The proof
Not features. Outcomes. Measured. Guaranteed.
99.98% accuracy
TrustScore™ reputation compounds. Calibration loops never stop. Thousands of errors prevented.
10,000+ failures blocked
The Regression Bank™ remembers everything. History cannot repeat. Certainty, not hope.
4 hours to productive
AI Interviewer recruits instantly. Skills auto-grade. Capacity scales with demand.
1 platform
Annotation. Evaluation. Compliance. Recruiting. Routing. All unified. 75% less overhead.
Head-to-head comparison
Every metric. Side by side. Nothing hidden.
Complete Platform
Everything you need. Nothing you don't.
Scale AI
Partial solution. Multiple vendors.
Annotation quality
Regression prevention
Regression Bank
Time to scale workforce
Compliance evidence
Platform completeness
Evaluation infrastructure
AI Labs built in
Hybrid routing
Domain Labs
| Metric | With Scale AI | With AuraOne |
|---|---|---|
| Annotation quality | 94% | 99.98% |
| Regression prevention | Manual tests | Automatic (10,000+ gates) |
| Time to scale workforce | Weeks | 4 hours |
| Compliance evidence | Manual export | Auto-generated |
| Total vendors needed | 4-5 | 1 |
| Vendor management overhead | 100% | 25% |
- •Quality: Scale AI hits 94%. AuraOne delivers 99.98%. TrustScore™ reputation. Automated calibration. Real-time feedback. That 5.98% gap prevents thousands of production errors.
- •Regression prevention: Scale AI offers none. You write tests manually. They decay. AuraOne auto-captures every failure. Blocks every repeat. Compounds forever. Zero maintenance.
- •Workforce scaling: Scale AI needs weeks. AuraOne provisions in 4 hours. Demand spikes? Instant capacity. Demand drops? Costs follow automatically.
- •Compliance: Scale AI exports data manually. You hope auditors accept it. AuraOne generates evidence automatically. EU AI Act. SOC 2 Type II. HIPAA. All audit-ready.
- •Vendor count: Scale AI requires 4-5 tools. Annotation. Evaluation. Compliance. Recruiting. Routing. AuraOne is one. 75% less overhead.
Intelligence in. Immunity out.
AuraOne connects annotation, evaluation, regression prevention, and compliance into one feedback loop. The output of every workflow makes the next one smarter.
Regression Bank gates
Every failure becomes a permanent guardrail with live telemetry and Grafana alerts. Nothing ships twice.
TrustScore™ feedback
Workers and models earn living reputation that routes critical work.
AI Labs orchestration
RLAIF validators, synthetic judges, and red teams run continuously.
Hybrid routing
Confidence thresholds escalate to domain guild experts instantly.
The Closed Loop
Not steps. A loop. Every piece feeds the whole. Quality compounds infinitely.
Recruit
Cleo. 4 hours to productive. Infinite talent pipeline.
Evaluate
Every decision tested. Every failure blocked. History never repeats.
Execute
The right mind, every time. AI or human. Chosen perfectly.
Govern
Every action audited. Every policy enforced. Every requirement met.
Every piece feeds the whole. Quality compounds infinitely.
Built for production.
Proven at scale.
Compliance, security, and reliability are baked into the architecture—not bolted on afterwards.
We spent 14 months and $800K integrating Scale AI with LangSmith, Vanta, and custom routing. The Regression Bank™ alone would have saved us 6 months. AuraOne delivered in 2 weeks what took us over a year to build.
Four weeks.
Zero risk.
Controlled transition without disrupting production. Most teams finish in four weeks.
Run parallel. Keep Scale AI exactly as is. Deploy AuraOne alongside. Same tasks, both platforms. Quality difference shows immediately. No risk. No disruption.
Route new work to AuraOne. Scale AI handles existing projects. The Regression Bank accumulates knowledge. Automated recruitment eliminates delays. Costs drop. Confidence builds.
Workforce transitions. AI Interviewer recruits automatically. TrustScore™ tracks quality. Calibration loops compound improvements. Manual recruiting cycles end. Dependencies evaporate.
Scale AI becomes optional. AuraOne is primary. One vendor. One invoice. One truth. You control everything. Keep Scale as backup if desired. You won't need it.
Week 1 • Parallel run
Run AuraOne alongside Scale AI to baseline quality without risk.
Week 2 • Shift workload
Route new tasks to AuraOne while Scale AI finishes existing queues.
Week 3 • Migrate workforce
Cleo provisions guild experts automatically as demand spikes.
Week 4 • Complete transition
AuraOne becomes primary. Scale AI becomes optional failover.
Controlled transition. Zero disruption. Most finish in 4 weeks. None go back.