Cost and pricing
What AI data and content work actually costs, how vendors structure quotes, and how to compare proposals that are priced on different units.
Two annotation quotes are rarely comparable. One prices per object, one per image, one per hour, and each bundles a different amount of review, rework and project management into the rate. The cheapest unit price routinely produces the highest total cost once rework is counted.
These guides set out the pricing models in use, what drives cost within each, and how to normalise competing quotes onto one basis before comparing them. They also cover the build-versus-buy arithmetic, which usually turns on utilisation and recruitment rather than on rate.
Figures quoted are ranges observed in the market, not a rate card. Any specific programme is priced on volume, language mix, modality and quality threshold.
7 guides
AI Video Production Cost at Catalogue Scale
Short answer. AI video production and traditional production have different cost shapes, not just different prices. Traditional cost is dominated by a fixed production event — crew…
How to Compare Data Annotation Vendor Quotes
Short answer. Annotation quotes are not comparable as issued, and comparing them anyway is how programmes end up with the most expensive cheap vendor. Normalise every quote to the same…
Data Annotation Pricing Models: Which One Fits Your Task
Short answer. Four pricing models dominate annotation contracts, and each transfers a different risk. Per object is transparent when geometry counts are measurable and density varies. Per…
Image, Video and 3D/LiDAR Annotation Pricing Guide
Short answer. Image, video and 3D annotation should never be budgeted from the same unit price. Cost rises with geometry and review effort, not with file count: classification is…
In-House vs Outsourced Data Annotation: Cost Comparison
Short answer. In-house annotation frequently looks cheaper because most in-house budgets count only annotator wages. Add recruiting, training, management, QA, tooling, infrastructure and…
How Much Does Large-Scale AI Data Annotation Cost?
Short answer. There is no defensible universal price for large-scale AI data annotation, and any figure quoted without a task definition is noise. Published benchmarks run from around…
How Much Does Multilingual AI Data Collection Cost?
Short answer. There is no standardised price for multilingual AI data collection, and no major provider publishes a universal rate card — they quote to scope. Buyers encounter four…
Frequently asked questions
Because the unit that predicts effort differs by modality. Bounding boxes scale with objects per image, segmentation with boundary complexity, LiDAR with points and frames, and speech with audio hours. A vendor prices on whatever unit tracks its own cost, which is why comparing headline rates across vendors is meaningless until you convert to a common basis.
Rework. A rate that excludes a second review pass produces datasets that fail acceptance, and the correction cycle is charged again at the same rate plus the schedule cost of the delay. Compare on cost per accepted unit at your quality threshold, not on cost per submitted unit.
Scoping a programme?
Tell us the volume, language mix and quality threshold and we will tell you what it takes to deliver — including when we are not the right fit.
Talk to our team