SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
Lab Laps records 36,077 monthly visits with +203.3% month-over-month growth and Freemium, Contact for Pricing pricing. Scale records 616,915 monthly visits with +12.5% growth and Contact for Pricing pricing.

All-in-one lab app for protocols, timers, calculators and AI colony counting
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | lablaps.com | scale.com |
| Pricing Model | Freemium, Contact for Pricing | Contact for Pricing |
| Monthly Visits | 36.08K (36,077) | 616.92K (616,915) |
| MoM Traffic Delta | +24.18K (+203.3%) | +68.69K (+12.5%) |
| Primary Market & Share | 🇺🇸 United States (30.8%) | 🇺🇸 United States (44.2%) |
| Direct Visits / mo | 14.18K | 191.41K |
| User Rating | 4.4 | 4.7 |
| Supported Platforms | Website | Website |

All-in-one lab app for protocols, timers, calculators and AI colony counting
Write step-by-step protocols with timers and to-dos embedded, run multiple timers simultaneously at the bench, and share protocols with your whole lab.
Upload a plate photo and the AI boxes every colony for quick correction; separate counters handle blood cell counting for RBC, WBC and platelets.
Serial and reverse dilution, buffer and medium recipes, molarity, master mix and PCR setup deliver exact volumes, alongside a unit converter, custom equation calculator and periodic table.
Turn ladder and band images into labelled, publishable figures and build colour-coded plate maps from 6 up to 384 wells.
The data, evaluations and systems behind AI that has to be right.
Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.
Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.
Platform and services teams that pick the right use case, build the system and take ownership of the outcome.
Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.

Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.

Identify plants from photos and contribute to biodiversity science

Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.

SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.

SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.

Free / Open-sourceOffers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines.
Free / Open-sourceOffers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines.

SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents

SpecialistProvides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
SpecialistProvides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.

Go from an idea to a live computer-vision app, agentically
Go from an idea to a live computer-vision app, agentically
SpecialistConnects developers with verified human participants for RLHF and model evaluation studies instead of managed labeling.
SpecialistConnects developers with verified human participants for RLHF and model evaluation studies instead of managed labeling.