Stop guessing which AI model works. Prove it.

254 tests, 11 domains, 998 scoring dimensions — compare, and deploy with confidence. On your hardware. Nothing leaves your machine.

AiBenchLab Dashboard AI-powered wizard matching disciplines Model selection with GPU fit detection Live benchmark with real-time GPU monitoring All benchmarks complete — results summary Professional branded report with inference metrics

The cost of guessing is higher than the cost of testing.

998 dimensions of proof. No AI model hides from that.

See how AI models actually perform — benchmarked locally, nothing leaves your machine.

Public beta available now — Windows first, macOS & Linux coming soon.

Local-First

Your hardware, your data. Benchmark content — prompts, model outputs, results, and API keys — never leaves your machine. Optional crash diagnostics can be disabled.

Your Data Stays Yours

We never see your prompts, model outputs, or benchmark scores. The only data we collect is what's needed for your account, payments, support, and optional disableable diagnostics. Details in our Privacy Policy.

Continuously Updated

New test domains, new suites, new metrics. The AI landscape moves fast — AiBenchLab keeps up.

Describe your task. The AI knows what to test.

Type what you need in plain English. The wizard classifies your intent, matches the right evaluation disciplines, and builds a test plan — before you run a single benchmark.

Simple Mode
Simple wizard mode — describe your task in plain English
1
2
3
4
4 steps

Describe your task in plain English. The AI matches the right disciplines, estimates time, and gets you testing in minutes. Four steps, no guesswork.

Advanced Mode
Advanced wizard mode — full 8-step structured workflow
1
2
3
4
5
6
7
8
8 steps

Full control over every step. Eight-stage workflow — questionnaire, model selection, suite customization, configuration, review, cost estimation, and execution. Reproducible, auditable, snapshotted.

Same wizard. Same intelligence. You choose how deep to go.

Inference performance results — TTFT, TPOT, TPS, E2E Latency

Real numbers, not marketing.

TTFT

How fast the model starts responding. Critical for interactive use.

TPOT

How fast it generates each token. Determines real-time experience.

TPS

Overall throughput speed. How much work it can handle.

E2E

Total time from prompt to complete response. The metric users feel.

Find it. Fit it. Test it.

Browse 51,000+ models from HuggingFace and local providers. Filter by size, format, license, and GPU fit — then download and benchmark without leaving the app. Your local models from Ollama and LM Studio are detected automatically.

Your Models
Local models detected from Ollama and LM Studio
51,000+ Models
Model catalog with 51,000+ models, GPU fit detection, and filters

998 dimensions of proof. No AI model hides from that.

998 scoring dimensions across 254 tests and 11 domains. Every domain tests a different dimension of model capability. Together, they give you the complete picture.

Every test contains multiple scoring criteria — measuring not just whether the model answered, but how well it answered across every dimension that matters.

Reasoning

30

Logic, math, probability, constraint satisfaction, meta-reasoning

Coding

35

Algorithms, data structures, concurrency, systems programming, edge cases

Chat

25

Conversation quality, format compliance, creativity, empathy, bias detection

Multimodal

30

Image understanding, OCR, charts, diagrams, medical imagery, satellite

Tool Calling

33

Function calling accuracy, parallel/sequential, error recovery, fault tolerance

Agentic

27

Goal decomposition, multi-agent coordination, state management, autonomous troubleshooting

Deployment Risk

28

Safety refusals, prompt injection defense, PII handling, jailbreak resistance

Adversarial Safety

30

Role-play bypass, authority injection, sycophancy, obfuscated attacks, instruction conflicts

Multi-Turn Adversarial

8

Gradual escalation, persona persistence, language switching across turns

Agentic Email

1

Real-world email inbox management task

Context Retention

7

Needle-in-haystack from 8K to 1M tokens

See everything. Miss nothing.

AiBenchLab monitors your GPU temperature, VRAM usage, load, and system RAM in real time while every test runs. Scores, token counts, pass/fail — all visible as they happen. When it's done, you get the full picture in seconds.

Real-Time Monitoring
Live benchmark execution with GPU monitoring, VRAM usage, and real-time scoring
Instant Results
Completed benchmark with all tests passed, summary scores, and timing

Find the AI that delivers before you waste another dollar.

Save & manage results

Full test history with searchable, filterable results across all sessions.

Side-by-side comparison

Compare models head-to-head on the same tests, same hardware, same conditions.

History & sessions

Track model performance over time. Catch regressions before they reach production.

Exportable reports

PDF reports with executive summaries, forensic breakdowns, and raw data exports.

Deployment-risk scoring

Safety, reliability, and risk scores that tell you whether a model is safe to deploy.

Custom test suites

Build your own test combinations with custom thresholds and scoring criteria.

Start your 14-day free trial today.

Download the beta and get full access — no credit card required.

Free Trial

14 days of full Pro access with no credit card required. After trial, continue in Limited Mode or upgrade to keep full access.

Start 14-day Pro Trial

Paid Plans

All 998 scoring dimensions, 254 tests across 11 domains. Full reporting, all providers, lifetime license.

View Pricing

Help businesses stop guessing which AI model to trust.

AiBenchLab is building tools to help people test AI models before wasting money, time, or trust on the wrong one.

We are not hiring full-time positions yet, but we are building a short list of developers, UI/UX people, content helpers, and business or sales collaborators who may be able to help as the company grows.

Apply to Help Build AiBenchLab

We may contact selected applicants as contractor, project, or advisory needs come up.

"If you already know which AI model is fastest, cheapest, and most reliable on your machine — you don't need this. Everyone else does."

— Timothy Maggenti, founder of The Molen Company

Stop guessing. Prove which AI is best for your work.

Download the beta and start benchmarking today.