Research & Reports
Data-Driven LLM Reports
Analysis backed by live benchmark data from 100+ sources across 5,000+ models. Scores update automatically — every report reflects the current state of the field.
Intelligence Dimensions
5 reportsBasedAGI scores every model across five intelligence dimensions. These reports rank the top performers in each — with scores, confidence levels, and benchmark evidence.
Most Factually Accurate LLMs (2026)
Which language models are most resistant to hallucination and factual error? Ranked by Accuracy score — backed by FACTS Grounding, Vectara HHEM, SimpleQA, and HLE benchmarks.
Factual reliability & hallucination resistance
Safest & Most Aligned LLMs (2026)
Which language models best balance safety, helpfulness, and refusal calibration? Ranked by Based score — penalizing both over-refusal and unsafe outputs for a true utility signal.
Safety alignment & refusal calibration
Most Creative LLMs (2026)
Which language models produce the most original, expressive, and compelling creative content? Ranked by Creativity score across open-ended generation and creative writing benchmarks.
Creative expression & generative quality
Most Emotionally Intelligent LLMs (2026)
Which large language models best understand human emotion, social context, and interpersonal nuance? Ranked by EQ score — backed by EQ-Bench, Theory of Mind, and social reasoning benchmarks.
Emotional intelligence & social understanding
Highest Reasoning Ability LLMs (2026)
Which language models demonstrate the strongest logical reasoning and problem-solving? Ranked by IQ score — backed by GPQA, MATH, BBH, and ARC-Challenge benchmarks.
Reasoning & problem-solving ability
Use Case Report
18 reportsBest LLMs for Creative Writing
Which LLMs write best? A benchmark-backed analysis of long-form fiction, poetry, screenwriting, and interactive narrative generation — with scores from Judgemark and EQ benchmarks.
Best LLMs for Cybersecurity
Which LLMs perform best for cybersecurity work? A benchmark-backed analysis of incident triage, vulnerability analysis, threat intelligence, and security operations — with scores from CyberSecEval and security reasoning benchmarks.
Best LLMs for Debugging
Which LLMs are best at debugging code? Benchmark-backed analysis covering bug identification, root cause analysis, and fix generation across Python, JavaScript, and system languages.
Best LLMs for Financial Analysis
Which LLMs perform best for financial analysis tasks? Benchmark-backed rankings for earnings synthesis, filing summarization, and financial document QA — with accuracy and hallucination analysis.
Best LLMs for Marketing Copy
Which LLMs write the best marketing copy? A benchmark-backed analysis of landing page copy, ad creative, email campaigns, and brand voice — with creativity and EQ dimension scores.
Best LLMs for RAG
Which LLMs perform best in retrieval-augmented generation pipelines? A benchmark-backed analysis of grounding, citation accuracy, and context faithfulness — with scores from FRAMES, RAGAS, and knowledge-intensive QA benchmarks.
Best LLMs for Code Generation
A full benchmark analysis of which language models perform best at code generation in 2026 — covering open-source and proprietary models, with evidence from SWE-bench, LiveCodeBench, BigCodeBench, and Aider.
Best LLMs for Contract Review
Which language models perform best at contract review, redline analysis, and legal clause extraction? Benchmark-backed rankings for legal teams and CLM deployments.
Best LLMs for Customer Support
Which LLMs actually perform well in customer support contexts? A benchmark-backed analysis covering tone, accuracy, de-escalation, and real-world deployment patterns for AI-assisted and fully-automated support.
Best LLMs for Data Analysis
A benchmark-backed ranking of the best LLMs for data analysis in 2026. Covers Python/pandas code generation, statistical interpretation, chart reading, and text-to-SQL — with evidence from coding and reasoning benchmarks.
Best LLMs for Email Writing
Which LLMs write the best professional emails in 2026? A benchmark-backed analysis covering tone calibration, instruction following, and real-world email quality — from cold outreach to executive communication.
Best LLMs for Kubernetes & Helm
Which language models perform best at Kubernetes manifests, Helm charts, and cluster operations? Benchmark-backed rankings for platform and DevOps engineers.
Best LLMs for Log Triage & Incident Analysis
Which language models perform best at analyzing logs, triaging incidents, and generating root cause analysis? Benchmark-backed rankings for SRE and platform engineering teams.
Best LLMs for Medical Coding
Which language models perform best at ICD-10, CPT, and clinical documentation support? Benchmark-backed rankings for healthcare technology and revenue cycle teams.
Best LLMs for NPC Dialogue & Game Writing
Which language models write the most compelling, character-consistent NPC dialogue and game narrative? Ranked by Creativity and EQ scores, with game-writing-specific benchmark data.
Best LLMs for Summarization
Not all models summarize equally. A benchmark-backed ranking of the best LLMs for summarization in 2026 — covering document compression, meeting notes, research papers, and long-form content with faithfulness and conciseness analysis.
Best LLMs for Terraform & IaC
Which language models perform best at Terraform, Bicep, and infrastructure-as-code tasks? Benchmark-backed rankings for DevOps and platform engineers.
Best LLMs for Text-to-SQL
Which language models best convert natural language to SQL queries? Ranked by text-to-SQL benchmark performance — backed by BIRD, Spider2, and SQL-specific evaluation data.
Leaderboard Report
3 reportsBest Value LLMs
Which LLMs give the best utility per dollar? Cost-adjusted rankings across 151 real-world use cases — covering frontier, mid-tier, and budget models with live price data from ArtificialAnalysis.
LLM Leaderboard: April 2026
The BasedAGI General Intelligence (BGI) leaderboard for April 2026 — now including cost-adjusted value scores across 151 use cases, with ranking changes from March and a look at the emerging open-weight frontier.
LLM Leaderboard: March 2026
The BasedAGI General Intelligence (BGI) leaderboard for March 2026 — ranking language models across 143+ use cases with multi-source benchmark evidence and confidence-adjusted scores.
Model Analysis
1 reportProvider Analysis
1 reportAbout These Reports
Live Data
Scores are computed from live benchmark ingestion across 100+ sources. Rankings reflect the current state of the field, not a fixed snapshot.
Multi-Source Evidence
No single benchmark determines a model's score. Rankings aggregate evidence across multiple sources weighted by reliability, recency, and coverage.
Confidence-Adjusted
Every score comes with a confidence signal. Models with thin benchmark coverage are marked accordingly — we don't pretend certainty we don't have.