Research

AI Benchmarks & Leaderboards

Model benchmark and leaderboard research: Chatbot Arena Elo, SWE-bench, HumanEval, throughput measurements, and GEO benchmarks for brand visibility across AI platforms.

Benchmarks decide which models get deployed, and deployed models decide which brands get recommended. These reports track the leaderboards that move model adoption, plus our own GEO benchmarks for brand visibility.

GEO Benchmark Report

Cross-industry GEO benchmark data from the Presenc platform. Compare AI visibility scores, ranking factors, and performance by industry vertical.

RAG Fetchability Benchmarks by Industry 2026

Industry-specific RAG fetchability benchmarks showing how well different sectors perform in AI content retrieval. Compare your industry against cross-sector averages.

RAG Fetchability Benchmarks by CMS 2026

How WordPress, Shopify, Webflow, Ghost, Next.js, and other CMS platforms perform on AI content retrieval. CMS-specific RAG fetchability scores for 2026.

GEO Case Studies Benchmark 2026

Structured analysis of documented GEO case studies across industries, what worked, by how much, and what applies to your brand.

AI Agent Capability Benchmarks 2026

Public benchmark data for AI agent capability in 2026 across reasoning, code, browsing, tool-use, and end-to-end task completion. Claude, GPT-5, Gemini, Devin, Operator on SWE-Bench, GAIA, WebArena, and BFCL.

AI Agent Tool-Calling Accuracy Benchmarks 2026

Function-calling and tool-orchestration benchmarks for production AI agents in 2026. Berkeley Function-Calling Leaderboard data, accuracy by tool count, parameter-mismatch rates, and the production tool-orchestration ceiling.

Coding Agent Benchmarks 2026

Comprehensive 2026 benchmark data for coding agents: SWE-Bench Verified, TerminalBench, real-world PR pass rate. Claude Code, Devin, Cursor agents, OpenAI Codex agent, Aider, Cline, and open-weight alternatives.

AI Hallucination Rate Benchmarks 2026

Public benchmark data for hallucination rates across major LLMs in 2026: Vectara HHEM, HaluEval, RAGTruth, and FACTS Grounding. By model, by task, with what the numbers actually mean.

Voice AI Call Agent Benchmarks 2026

Production benchmarks for voice AI call agents in 2026: latency, word error rate, hold rates, conversion. Vapi, Synthflow, Retell AI, Bland AI, plus underlying providers (OpenAI Realtime, Cartesia, ElevenLabs, Deepgram).

LMSYS Chatbot Arena Elo Rankings May 2026

Live LMSYS / LM Arena Chatbot Arena Elo leaderboard for May 2026. Top 25 models from Anthropic, OpenAI, Google, xAI, Meta, DeepSeek, Alibaba, Baidu, and others with confidence intervals and vote counts.

AI Lab Funding Leaderboard 2026

AI lab funding 2026: OpenAI $122B at $852B valuation, Anthropic $30B at $380B (possibly $900B next round), xAI $200B, Mistral $13.7B, Cohere $6.8B. Q1 2026 funding doubled all of 2025. Snapshot for 2026-05-15.

AI Search MMM Contribution Benchmarks 2026

Typical MMM-attributed AI search contribution to revenue by industry, brand size, and AI maturity in 2026. Benchmarks for marketing science teams.

AI Search CPC Benchmarks 2026

Cost-per-click benchmarks for paid placements in AI search platforms in 2026. Perplexity, Google AI Mode, and ChatGPT Ads pricing, conversion, and ROI.

Marketing Payback Period Benchmarks 2026

Payback period benchmarks by business model and channel in 2026. CAC payback for DTC, SaaS, marketplaces, and the AI search channel specifically.

Agentic Commerce Adoption Benchmarks 2026

Adoption data for agent payment protocols, MCP servers, and agent-mediated transactions in 2026. Where the agent commerce ecosystem stands and where it is going.

Enterprise AI Platform Brand Visibility Leaderboard 2026

Which enterprise AI platforms (OpenAI, Anthropic, Google, AWS, Azure, Databricks) get mentioned most by AI assistants for enterprise AI use cases.

Agent Product Feed Spec Benchmarks 2026

Benchmark analysis of agent-readable product feeds in 2026. Schema completeness, field coverage, agent extraction success rates, and what separates leaders from laggards.

ARC-AGI Frontier Benchmark Tracker 2026

Frontier reasoning benchmark progress in 2026: ARC-AGI-2 cracked by GPT-5.5 at 85%, ARC-AGI-3 launched March 2026 as the new ceiling with Gemini 3.1 Pro at 0.37%.

Pre-IPO AI Lab Brand Visibility Leaderboard 2026

Ranking the pre-IPO AI labs (OpenAI, Anthropic, xAI, Mistral, Cohere, Databricks, Perplexity, Together AI) by AI-assistant share of voice across ChatGPT, Claude, Gemini, and Perplexity.

SWE-bench Verified Leaderboard June 2026

SWE-bench Verified leaderboard for June 2026. Claude Opus 4.7 and Mythos 5 lead the closed frontier; DeepSeek V4.1 and Qwen 3.7 close the open-weight gap.

Chatbot Arena Elo Leaderboard June 2026

LMSYS Chatbot Arena Elo leaderboard for June 2026. GPT-5.6, Claude Opus 4.7, Gemini 3.2 Pro, and Claude Mythos 5 lead the frontier; DeepSeek V4.1 sits in the top open-weight slot.

HumanEval Leaderboard June 2026

HumanEval pass@1 leaderboard for June 2026. Most frontier models now exceed 95%; the meaningful differentiation has shifted to SWE-bench Verified and LiveCodeBench.

GPQA Diamond Leaderboard June 2026

GPQA Diamond reasoning benchmark leaderboard for June 2026. Claude Mythos 5 and GPT-5.6 Pro lead the frontier on graduate-level science Q&A.

MMLU-Pro Leaderboard June 2026

MMLU-Pro general capability leaderboard for June 2026. The expanded 12,000-question benchmark continues to separate frontier from mid-tier models more clearly than original MMLU.

Agentic Benchmark Leaderboard June 2026

Composite agentic-task leaderboard for June 2026 across WebArena, OSWorld, AgentBench, and TerminalBench. GPT-5.6, Claude Mythos 5, and Gemini 3.2 Pro lead.

Best AI Visibility Tools 2026

Ranked comparison of the best AI visibility monitoring tools in 2026. Scoring criteria, feature matrices, pricing tiers, and pros/cons for Presenc AI, Otterly.ai, Profound, and more.

Best GEO Agencies & Consultants 2026

Ranked guide to the best generative engine optimization agencies and consultants in 2026. Evaluation criteria, pricing ranges, service breakdowns, and questions to ask before hiring.

Best AI SEO Tools 2026

Ranked comparison of tools that bridge traditional SEO and generative engine optimization. Feature matrices, pricing, and analysis of which platforms combine SEO with AI visibility.

Best AI Content Optimization Tools 2026

Ranked comparison of tools for optimizing content for AI discoverability. Feature analysis, pricing, effectiveness ratings, and guidance on choosing the right content optimization platform.

Best Brand Monitoring Tools 2026: AI + Traditional

Combined ranking of AI brand monitoring and social listening tools in 2026. Feature matrix comparing AI monitoring vs traditional monitoring coverage, pricing, and integration capabilities.

Best AI Analytics Platforms 2026

Ranked comparison of analytics platforms for measuring AI impact on brand visibility. Dashboard quality, integration depth, reporting capabilities, and ROI measurement features.

Average AI Visibility Score by Industry 2026

Industry-by-industry AI visibility benchmarks for 2026. Median scores, percentile breakdowns, and definitions of good performance across 15 verticals based on Presenc AI platform data.

GEO Budget Benchmarks 2026

Average GEO spending benchmarks by company size and industry in 2026. Monthly and annual budgets, allocation between tools and services, and investment trends from survey data.

AI Mention Rate Benchmarks by Industry 2026

Average brand mention rates across AI platforms by industry in 2026. Top performer rates, bottom performer rates, breakdown by query type, and platform-specific benchmarks.

Average GEO ROI by Industry 2026

GEO return on investment data by industry vertical in 2026. Payback periods, revenue attribution, which industries see fastest returns, and investment-to-outcome correlation data.

AI Search Predictions 2027

Expert predictions for AI search in 2027. Market size forecasts, platform shifts, new entrants, regulation impact, and how AI search will reshape brand discovery over the next 12-18 months.

The Future of Brand Discovery: AI-First World

How consumers will find and evaluate brands by 2030 in an AI-first world. Channel shift projections, death of traditional funnels, AI agent commerce, and what brands must do to stay discoverable.

GEO Trends 2026-2027: What's Changing

Emerging GEO tactics, platform changes, new metrics, tool evolution, and team structure shifts for 2026-2027. A practical guide to what is changing in generative engine optimization and how to adapt.

AI Assistant Adoption Forecast 2026-2030

User growth projections for AI assistants by platform, enterprise vs consumer, and region from 2026 to 2030. Tipping points, adoption curves, and implications for brand visibility strategy.

AI Citation Rate by Content Type 2026

2026 benchmark: AI citation rates by content type. See how docs, blogs, PR, product pages, and forums compare across ChatGPT, Claude, Gemini, and Perplexity.

AI Citation Rate by Page Format 2026

2026 benchmark of AI citation rates by page format: listicles, how-to guides, comparisons, data pages, and definitions across ChatGPT, Claude, Gemini, Perplexity.

AI Visibility Benchmark by SaaS Category 2026

2026 AI visibility benchmarks across SaaS categories: CRM, project management, analytics, security, and more. Median mention and citation rates by category.

AI Brand Mention Accuracy Rate 2026

2026 benchmark on how accurately AI states facts about brands. Accuracy rates by error type and platform across ChatGPT, Claude, Gemini, and Perplexity.

B2B vs B2C AI Visibility Benchmarks 2026

2026 benchmark comparing B2B and B2C AI visibility: mention rate, citation rate, and prompt types differ. First-party data across 2,400+ brands and 18 industries.

AI Visibility Benchmark by Funding Stage 2026

2026 AI visibility benchmarks by funding stage: seed, Series A, B, C, and public. Mention and citation rates across 2,400+ brands and 18 industries.

How Often AI Updates Brand Facts 2026

2026 benchmark on the lag between a brand change and AI reflecting it. Update latency by fact type and platform across 2,400+ brands and 18 industries.

AI Share of Search vs Google Share by Industry 2026

2026 benchmark of discovery shifting from Google to AI by industry. AI share of search vs Google share across 18 verticals and 2,400+ brands.

Artificial Analysis Intelligence Index 2026

What the Artificial Analysis Intelligence Index measures, current 2026 scores for frontier and open-weight models, how token efficiency factors in, and how to read the index without over-trusting a single composite number.

SWE-bench Pro Leaderboard 2026

SWE-bench Pro scores for the 2026 frontier and open-weight models, how Pro differs from SWE-bench Verified, why open-weight models lead on this benchmark, and how to read the gap.

Benchmark Saturation and Contamination in 2026

Why AI benchmarks stop discriminating between models. Saturation, training-data contamination, overfitting to public test sets, and how to tell whether a quoted score still means anything.

OpenRouter Model Usage Rankings 2026

What OpenRouter token-volume data shows about which models developers actually use in 2026. Chinese-origin share, token volume versus revenue share, and why usage rankings diverge from benchmark rankings.

July 2026 LLM Release Roundup

Every significant LLM release in July 2026: Nemotron TwoTower, Grok 4.5, Kimi K3, Gemini 3.6 Flash, and Claude Sonnet 5 at the month boundary. Specifications, pricing, and brand-visibility implications.

Track Your AI Visibility

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