AI & Machine Learning Operations
Wherever AI models require human input, human judgment still wins.
We’ve supported AI teams across model types and annotation requirements. Consistent across annotators and data formats. Your training data complexity isn’t a barrier to us.
Image labels, text annotations, audio transcriptions, output validation, data preparation. AI model performance depends on training data quality. Annotation tools help scale, but they can’t make the judgment calls that determine whether models learn the right things.
Before you outsource anything, we’ll walk through your current operations with you and assess:
Where automation genuinely helps
Where human judgment is required
Whether outsourcing makes sense & how to do it cleanly
The Real Problem
Most AI teams don’t struggle to build models. They struggle to create and maintain the high-quality training data those models require.
Automation generates speed, but it also generates risk
Annotation quality varies without consistent standards
Edge cases require human judgment to resolve
Model outputs need validation before deployment
Training data bias affects model performance
When model performance matters, “labeled” isn’t the same as “accurately labeled.”
Where Human-Led Operations Still Win
Data Annotation Services
Computer Vision Data Labeling
NLP Training Data Services
AI Output Validation Services
ML Data Preparation Services
Your Operations May Be Different—That’s Fine
Most of our client work is bespoke. The categories above reflect our core expertise, but we’re always open to custom requirements. If your operations share the same fundamentals—high volume, real stakes, and the need for human follow-through—we should talk.
What Assivo Actually Does
Assivo provides managed AI operations, with 99.7% accuracy rates, dedicated teams across four global offices, and fixed-price structures aligned to outcomes.
We take ownership of:
Process Design & Documentation
Dedicated, Trained Offshore Teams
Multi-layer Quality Assurance
Clear SLAs, Reporting, & Escalation
Strategic Human-in-the-Loop Governance
Automation scales the work. Humans own the result.
Three principles guide every engagement
Humans where labeling judgment, edge cases, and quality assurance require expertise
Automation where pre-labeling and workflow make sense
Clear ownership when something breaks
Quiet execution. Clear ownership. No surprises.
Why Assivo
Founded in 2017, Assivo applies the rigor of institutional finance and strategy consulting to outsourced operations, with a focus on clear accountability, fixed-price commercial structures, and outcome-oriented delivery. As an independent, privately held firm, Assivo structures partnerships around client priorities, emphasizing continuity, transparency, long-term relationships, and client integrity.
Accuracy-first Execution
Every deliverable passes through multi-layer quality review before it reaches you. We measure in defect rates, not just throughput.
Strategic Human-in-the-Loop Governance
Automation handles volume. Human judgment handles exceptions, edge cases, and the decisions that affect outcomes.
Managed Teams, Not Seat-based Staffing
You get a trained team that learns your processes, not a rotating pool of contractors. Our annual turnover is ~15%—a fraction of the 50% industry average. Continuity drives quality.
Offshore Efficiency, Onshore Standards
Our global teams operate under U.S.-caliber management, documentation, and accountability structures.
Clear Accountability from Intake to Output
One point of contact. Defined SLAs. Transparent reporting. When something goes wrong, you know who owns the fix.
Trusted by America’s Leading Operators
Before you outsource anything, we’ll walk through your current operations with you and assess:
Where automation genuinely helps
Where human judgment is required
Whether outsourcing makes sense & how to do it cleanly