Train the Models.
We'll Manage the Data.
Stop burning expensive engineering hours drawing bounding boxes, scrubbing messy image datasets, and managing freelance labelers. Hire a highly-vetted, detail-oriented Virtual Assistant to manage your data ops—fully supervised by SageDoer.
Status: Polygons & QA
Batch 4 of 12 • 450 images remaining
Our VAs operate fluently in top computer vision and data platforms
Why Choose SageDoer
Outsource The Grunt Work. Focus on the Algo.
Computer Vision engineers lose critical development hours executing python scripts for basic formatting and drawing polygons on thousands of images. SageDoer delivers elite-tier, highly organized VAs overseen by dedicated PMs—with zero hidden agency fees.
No Management Overhead
We recruit, vet, train, and supervise your data ops virtual assistant. Your dedicated Project Manager oversees their daily annotation quality, dataset formatting, and output speed so you don't have to.
Extreme Cost Efficiency
Instead of paying a $120k+ salary for a Junior ML Engineer just to sort false positives and clean corrupted images, utilize our managed VA system to protect your runway.
Airtight Confidentiality
You handle highly sensitive, proprietary datasets (medical imaging, proprietary hardware). We match you with VAs who operate under strict NDAs and pass rigorous background checks.
Consolidated Time Logs
Pay only for precise operational hours tracked in our centralized logging system. No monthly minimum commitments. Scale up during massive data ingests, scale down when training.
Flawless Dataset Hygiene
Garbage in, garbage out. The VA manages your directory structures, ensures naming conventions are strictly followed, and flags corrupted images before they ruin an epoch.
Seamless Backup Coverage
Model deadlines don't wait. If your primary assistant is sick, our internal pool of cross-trained backup VAs steps in seamlessly to ensure annotation quotas are met.
Deep Tech Expertise
Tasks Your CV Ops VA Handles Daily
Our virtual assistants act as your data-ops foundation, ensuring clean inputs and smooth project management.
Advanced Annotation
Executing pixel-perfect labeling in CVAT, Labelbox, or Roboflow. Drawing bounding boxes, complex polygons for semantic segmentation, and tracking keypoints across video frames.
Dataset Curation & Cleaning
Manually reviewing raw data dumps to filter out blurry, completely dark, or irrelevant images before they enter the pipeline. Standardizing file formats and renaming batches.
Basic Script Execution
Running your established Python or Bash scripts via Terminal to resize images, convert JSON formats to YOLO formats, or execute basic preprocessing pipelines locally.
QA & Edge Case Sorting
Reviewing model outputs against ground truth. Sorting false positives/negatives into specific folders so you can quickly analyze where the model is failing (e.g., occlusion, low lighting).
Research & Literature Review
Scraping arXiv or IEEE for recent papers on specific architectures (like new YOLO variants or ViTs), formatting summaries, and organizing PDFs into your Zotero or Notion database.
Jira & Sprint Management
Grooming the backlog, updating GitHub issue statuses, and formatting sprint reports so your engineering team stays focused on coding, not clicking through Jira.
The SageDoer Difference
Why CV Teams Skip Standard Freelancers
Reliability & Security
Giving proprietary datasets or patient/client imagery to unvetted strangers is a massive data leak risk.
Strict internal vetting, signed NDAs, and secure role-based access protocols protect your models.
Day-to-day Management
You must micromanage task execution, teach them basic CVAT tools, and heavily verify label quality.
Your dedicated Project Manager coordinates operations, performs random QA sampling, and builds SOPs.
Pricing Models
Massive salaries just to have someone draw polygons and run terminal scripts.
0% Hidden Markups. Pay strictly for actual working hours. Scale up during massive data ingests.
| Operational Pillar | Freelancers / Junior Hires | SageDoer Managed Vision VA |
|---|---|---|
| Privacy & Security | Unvetted freelancers pose a severe risk of leaking proprietary training data or models. | Internally vetted professionals. Strict NDAs, IP protection, and supervised workspace environments. |
| Platform & Setup Fees | High US salaries for interns or 30% freelancer platform commissions. | 0% Hidden Markup. Pay strictly for virtual assistant execution hours at $6-$7/hr. |
| Daily Supervision | You have to babysit the assistant to ensure they didn't mislabel a critical edge case. | Our dedicated Project Manager acts as the QA supervisor, ensuring precision. |
| Backup Continuity | If your freelancer vanishes during a sprint, your dataset prep grinds to a halt. | Seamless internal backup. Cross-trained VAs step in to keep your data flowing. |
Our Workflow
4 Steps to Cleaner Data
Audit Your Backlog
Share your biggest pain points—messy datasets, massive annotation queues, or formatting script errors. Reach out via Email.
Build The Playbook
Our dedicated Project Manager connects with you to set up secure Roboflow/GitHub access, review labeling guidelines, and sign NDAs.
Expert Execution
Your VA takes command. They annotate frames, sort false positives, and run terminal scripts seamlessly in the background.
Pay Only for Output
We log and charge exclusively for the virtual assistant's actual working time. PM supervision and QA is completely free.
Transparent Rates
Flat-Rate CV Operations
Zero hidden platform fees. Scale up hours during massive data gathering phases, scale down during model training effortlessly.
Data Admin (Part-Time)
Excellent for solo researchers needing help cleaning datasets, drawing bounding boxes, and organizing Jira.
- Pay only for hours of pure work
- Dedicated Project Manager included
- Free management QA & reviews
- Zero setup or onboarding fees
CV Ops Manager (Full-Time)
Perfect for AI startups needing heavy semantic segmentation, basic python script execution, and dataset curation.
- Pay only for hours of pure work
- Dedicated Project Manager included
- Free management QA & oversight
- Zero setup or onboarding fees
Frequently Asked Questions
Answers About Delegating CV Ops
Ready to Scale Your Dataset?
Stop wasting your engineering energy formatting JSON files and drawing bounding boxes. Reach out today to schedule a strategy call and match with an expert CV ops VA.