AI Research Hub · LLM Benchmarks, Papers, Methods, Pricing & Compute

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ResearchAI model intelligence hub

BenchGecko Research connects model rankings, benchmark evidence, API prices, compute constraints, and market attention in one readable view.

1,269 models279 providers160 benchmarks618 priced modelsUpdated Oct 21, 2026

Models with benchmark scores32%

Benchmarks with source links80%

Source links

128

benchmark records

Score coverage

32%

models benchmarked

Research paths

  • Model evaluation entry points
  • Benchmark and source discovery
  • Compute and market context

Papers · notes · methods · benchmark sources · datasets · API access

BenchGecko publications

BenchGecko lists live methods, datasets, benchmark records, and research notes now. Formal papers will be published only after authorship, review, version dates, stable URLs, and citation text are in place.

Formal papers later · live methods and notes now

Reserved

Formal BenchGecko papers will need authorship, review, version dates, citation text, stable URLs, and downloadable files before publication.

Active

Research notes can track benchmark saturation, pricing compression, compute pressure, model movement, and mindshare shifts using live BenchGecko data.

Live

Public methodology, pricing, benchmark, compute, and API access pages are indexed in the searchable library above.

Models · Benchmarks · Pricing · Compute · Economy · Mindshare

405 scored models

Frontier and open model rankings built from normalized benchmark coverage, model metadata, provider mapping, and capability summaries.

160 tracked benchmarks

Coverage across coding · knowledge · agentic · reasoning and 7 more categories, with source links where available.

618 priced models

Input, output, cached, and access pricing normalized into comparison pages for builders choosing APIs.

AICDI 61 · high

Significant bottlenecks in AI compute supply chain. BenchGecko tracks chips, foundries, memory, systems, regions, energy, capex, and AI power pressure.

$283B capex tracked

Company pages, funding, valuation, revenue, capex, and infrastructure pressure around the AI economy.

Pulse 48 · rising

Daily attention around models, companies, agents, people and topics: Hacker News mentions, Wikipedia page views and GitHub stars, with weekly movement.

Models · benchmarks · pricing · compute · economy · mindshare

Research map

Use this page as the front door for BenchGecko research. Start with a model, benchmark, price, compute signal, company, or mindshare trend, then jump to the page with the numbers behind it.

Research paths

6

main areas

benchmarks

128

with sources

Freshness

Oct 21, 2026

models and prices

Jump from the research index into model, benchmark, provider, pricing, and methodology views.

Current BenchGecko rankings · top models by BenchGecko score (normalized across benchmarks)

Coverage readout

Models with benchmark scores32%

Models with price data49%

Benchmarks with source links80%

This view explains what supports the public rankings: what is measured, what is priced, what has source context, and where the gaps remain.

Source URLs attached to benchmark records where available

AI compute demand index · regional readiness · capex context · Updated Apr 14, 2026

Composite AICDI

Significant bottlenecks in AI compute supply chain

Open Compute Hub

Attention signals · Hacker News · Wikipedia · GitHub · Updated Oct 20, 2026

Mindshare Pulse

48

rising

BenchGecko tracks market attention separately from benchmark performance so hype, adoption, and capability can be compared instead of mixed together.

Open Mindshare

How the research hub connects back to source pages

01

Models, providers, benchmarks, prices, compute, and mindshare records.

02

Map records into comparable model, provider, benchmark, and topic layers.

03

Expose rankings, coverage, pressure, and attention as separate signals.

04

Link each claim to the specific BenchGecko page that supports it.