AI Comparison & Decision Engine

Find Your Best AI Match.

Compare 20+ AI models on cost, performance, privacy and real-world use — free and independent.

Or use our match engine for a personalised recommendation.

21Models Scored
8Scoring Factors
40+Landing Pages
0Paid Rankings
Your Goale.g. Research
Budgete.g. Medium
Privacye.g. High
Team Sizee.g. 1–5
Use casee.g. Content
AI MATCH
ENGINE
DATA · TESTING · SCORING
BEST MATCH
Llama 4
89/100
Highest overall score for your criteria
Claude Sonnet 4.687/100
Claude Haiku 4.586/100
Gemini 3 Flash86/100
GPT-5.485/100

Start with the job

What are you trying to do?

Pick a task and we match the right AI to it — not the other way round.

The AI Match Engine

Three questions. One clear answer.

Tell us the task, your cost priority and your privacy needs. We return the best-matched model with the trade-offs spelled out.

The hidden cost of AI

What will this actually cost you?

Token pricing spans a 750x range. Agents burn 5–20x more tokens than a single completion. Model it before you commit.

ModelMonthlyAnnual
Gemini 3.1 Flash-Lite$0$4
Llama 4$0$4
Claude Haiku 4.5$1$9
DeepSeek V3$1$10
MiniMax M3$1$11
Qwen3$1$12
GLM-5.1$1$14
Kimi K2.6$2$22
Gemini 3 Flash$2$24
Mistral Large 3$5$61
GPT-4o$8$90
GPT-5.4$10$119
Claude Sonnet 4.6$10$126

Estimates only. Input/output split applied per slider. Prices verified June 2026 — update monthly. Subscription-only tools (Copilot, Perplexity) excluded from per-token estimates.

Traditional AI reviews vs Best AI Match

Traditional AI reviews

  • Benchmark obsession
  • Vendor marketing
  • No cost analysis
  • Generic recommendations
  • No context for your use case

Best AI Match

  • Task-specific scoring
  • Real token cost analysis
  • Department and industry specific
  • Explainable recommendations
  • Transparent weighted scoring

Editorial picks

Top AI by task

The leading model for each job, by weighted score. Click through to the full task breakdown.

The clever part

Three layers of AI decisions

Most comparison sites only cover the model. The decision goes deeper.

LAYER 1 — MODELS
Choose the AI model for your task
The raw intelligence you build on, priced per token.
Claude · GPT · Gemini · Grok · DeepSeek · Llama
LAYER 2 — TOOLS
Choose the AI product built on that model
Packaged software that applies a model to a specific job.
Cursor · Copilot · Intercom Fin · Jasper · Otter.ai
LAYER 3 — PLATFORMS
Choose how to orchestrate and automate
The connective layer that runs models and tools as workflows.
n8n · Zapier · LangChain · CrewAI · Agentforce

Full data

Compare every model side by side

All 21 models, scored across 8 weighted factors. Scores are visible in the page source for transparency.

Overall score reflects business value across 8 factors. The best model for your task may be different — use the match engine above.

Quick view for fast decisions.

Reset to Simple
ModelTypeScoreTaskTruthContextInput $/MOutput $/MPrivacy
1Llama 4 US self-host
open-weight8984741M$0.18$0.2994Visit
2Claude Sonnet 4.6 US
balanced878996200k$3.00$15.0094Visit
3Claude Haiku 4.5 US
budget867090200k$0.25$1.0092Visit
4Gemini 3 Flash US
balanced8678801M$0.50$3.0072Visit
5GPT-5.4 US
balanced859282128k$2.50$15.0082Visit
6Gemini 3.1 Pro US
frontier8589841M$2.00$12.0074Visit
7Claude Fable 5 US
frontier8497931M$10.00$50.0095Visit
8GPT-4o US
balanced848480128k$2.50$10.0080Visit
9Gemini 3.1 Flash-Lite US
budget8466741M$0.10$0.4070Visit
10Qwen3 China-API self-host
open-weight8484721M$0.38$1.2055Visit
11Mistral Large 3 EU-safe self-host
balanced838380128k$2.00$6.0092Visit
12Microsoft Copilot US
specialist828283128kSubSub93Visit
13Claude Opus 4.8 US
frontier819192200k$5.00$25.0095Visit
14Kimi K2.6 China-API self-host
open-weight819070256k$0.60$2.5052Visit
15GLM-5.1 China-API self-host
open-weight818671200k$0.40$1.5055Visit
16DeepSeek V3 China-API self-host
open-weight808568128k$0.27$1.1052Visit
17MiniMax M3 China-API self-host
open-weight808570200k$0.30$1.2052Visit
18Perplexity Pro US
specialist797690SubSub80Visit
19Grok 4.1 US
frontier788879128k$3.00$15.0066Visit
20o3 US
specialist759562200k$10.00$40.0082Visit
21GPT-5.5 US
frontier759578128k$15.00$30.0082Visit

Every score is editorial and sourced from published benchmarks and provider documentation. See the scoring methodology and the machine-readable dataset. Prices verified June 2026.

Need infrastructure too?

Best AI Match is part of The Best Match Group — independent comparison across the full stack.

Frequently asked questions

Yes. We take no payment for placement or ranking. Scores are editorial, based on published benchmarks, provider documentation and independent test reports. Affiliate links are not active — every link goes to the official provider page.

Eight weighted factors: Task Performance (25%), Cost Efficiency (20%), Context Window (15%), Speed (10%), Safety and Reliability (10%), Data Privacy (10%), Integration (5%) and Adoption Ease (5%). Full detail on the methodology page.

No. We do not claim first-person lab tests. Scores are an editorial synthesis of published benchmarks (SWE-bench, ARC-AGI-2, Scale SEAL), provider pricing pages and independent reports. Every score links to its source.

Token pricing spans a 750x range across models, and agentic workflows consume 5-20x more tokens than a single completion. The calculator shows the real monthly and annual cost for your volume before you commit.

Token pricing and scores are re-verified monthly — AI pricing has dropped roughly 80% in the past year and leaderboards change constantly. The data verified date is shown in the footer.

It depends on your task, budget and data risk. Use the Match Engine above for a quick answer, or the comparison table for the full picture. There is no single best AI — only the best match for a specific job.