What Is Google Gemini? Model Family, Pricing & Capabilities (2026)
The complete breakdown: model tiers, API pricing, 1M-token context, Workspace integration, and honest limitations.
Independent AI Research
Breakdowns, comparisons & guides for the tools reshaping how we work. Evidence over hype — every claim sourced.
Vendors covered
Deep-dive coverage organized by platform. Each vendor hub collects breakdowns, comparisons, and hands-on guides in one place.
Multimodal AI across Search, Workspace, and Cloud. Free tier to enterprise.
AI assistant built into Microsoft 365, GitHub, Windows, and Azure.
Safety-first AI with extended thinking, code agents, and 200K context.
OpenAI's flagship chatbot. GPT-4o, custom GPTs, and enterprise deployment.
xAI's real-time chatbot with X integration, Aurora imaging, and DeepSearch.
AI-powered answer engine with inline citations and real-time web search.
Open-weight models with DeepThink reasoning and aggressive API pricing.
European AI with open-weight models, Le Chat, and EU data sovereignty.
Open-weight foundation models for self-hosting, fine-tuning, and on-prem.
Open-source agent framework for autonomous security and DevOps workflows.
Self-improving AI agent framework with three-layer memory by Nous Research.
Ranked by search traffic and editorial relevance (May 2026).
Both run GPT-5.5. The real question is which wrapper gives you more value for your workflow.
The complete breakdown: model tiers, API pricing, 1M-token context, Workspace integration, and honest limitations.
Pillar article for the largest AI ecosystem — covers model tiers, pricing, and Workspace integration.
Anthropic's Claude ecosystem: Opus 4.6, Sonnet 4.6, Haiku 4.5. Benchmarks, pricing, limitations, and who should actually use it.
The safety-first alternative gaining enterprise traction — extended thinking, 200K context.
In-depth coverage of AI tools — researched, cited, and written to help us adopt safely and responsibly.
The complete breakdown: model tiers, API pricing, 1M-token context, Workspace integration, and honest limitations.
Head-to-head across 5 dimensions with real benchmarks, enterprise pricing, and a clear verdict.
3.1 Pro vs 2.5 Pro — benchmark performance, API pricing, thinking levels, and honest limitations.
$9.99/mo student plan, eligibility, privacy considerations, and how it compares to ChatGPT and Copilot.
From API key to production — models, pricing, rate limits, capabilities, and code examples.
Microsoft has 6+ products called Copilot. This untangles them: tiers, pricing, architecture, and honest limitations.
Per-seat cost calculator, tier comparison, "What to Tell Your Boss" exec summary, and promotional pricing deadlines.
Both run GPT-5.5. The real question is which wrapper gives you more value for your workflow.
26 copy-paste prompts across 5 M365 apps. Skip the theory — here's what to type.
79% deploy, 74% can't show ROI. Real adoption data, permission debt risks, and a board-ready briefing deck.
Claude wins model quality, Copilot wins integration. Plot twist: Claude now runs inside Copilot Studio.
Low-code agent builder with BYOM, MCP support, and multi-model orchestration. Formerly Power Virtual Agents.
6 core capabilities for agent adoption. Copilot Studio vs Azure AI Foundry vs Security Copilot — mapped.
Anthropic's Claude ecosystem: Opus 4.6, Sonnet 4.6, Haiku 4.5. Benchmarks, pricing, limitations, and who should actually use it.
Free, Pro ($20), Max ($100–200), Team, Enterprise, and API token pricing. The 200K surcharge trap explained.
Benchmarks, pricing, coding, writing, enterprise features. Verified April 2026 data. We pick a winner.
80.8% on SWE-bench. Terminal, VS Code, desktop, web. Sub-agents, batch, hooks, and skills. What it costs and how it works.
Anthropic's Capybara-tier cybersecurity-specialized model. Gated access, 83.1% on CyberGym, and what to be skeptical about.
12 founders, $100M in Mythos credits, $4M open-source donations. Decision-maker guide to partners, funding, and governance risk.
UC Berkeley's 1,507-task cybersecurity benchmark. Mythos 83.1%, leaderboard, reproduction notes, skeptic's checklist.
AI agents chain multiple vulns into end-to-end exploits. Threat model, real chains, and how defenders tighten the SLA.
MIT-licensed agent platform, 289K GitHub stars, 50+ messaging integrations. Peter Steinberger project, now OpenAI-backed.
Step-by-step install on macOS, Linux, Windows (WSL2). Prerequisites, 13-item hardening checklist, messaging platform setup.
Coding depth, interfaces, pricing, security. Claude Code wins coding; OpenClaw wins interface breadth. Many devs run both.
How skills work, what ClawHub is, and the 12-36% malicious skill problem. Vetting checklist included.
600M users, GPT-5 reasoning, o3 deep research, and a $300B company. The no-fluff breakdown of what ChatGPT actually is in 2026.
Free, Go, Plus, Pro, Business, Enterprise: six tiers with different rate limits, model access, and compute allocations mapped side by side.
GPT-5.5 vs Claude Opus 4.7 on coding, reasoning, and context. Evidence-first comparison with a clear recommendation matrix.
Head-to-head across five enterprise dimensions: multimodal reasoning, Workspace integration, pricing, API latency, and compliance posture.
Deep Research, Canvas, DALL-E 4, memory, Projects, and operator system prompts. The master guide to getting real work done.
Not a chatbot, not a search engine. Perplexity's RAG architecture, Model Council, and why 100M users chose it over Google.
Honest verdict on Pro vs free: unlimited searches, $5 API credits, advanced model access. Worth it for researchers and power users.
Real-time citations vs creative generation. Decision framework for research workflows, writing tasks, and enterprise evaluation.
A $5.6M training run, 671B parameter MoE, and $600B wiped from Nvidia in a single day. The full story behind DeepSeek R1 and V3.
From a torrent magnet link to EUR 13.8B valuation in under two years. Open weights, MoE efficiency, and the EU AI sovereignty pitch.
Llama 4 Scout, Maverick, and Behemoth. 3.27B users, Llama Community License, and a 10M-token context window. The full breakdown.
Zero cloud, zero data leakage. Step-by-step guide to running Llama 4, Mistral, and DeepSeek locally via Ollama inside OpenClaw.
Loopback binding, skill vetting, CVE tracking, and the NIST AI RMF controls that apply to self-hosted agent deployments.
Five frameworks scored across setup complexity, model flexibility, production readiness, and community support. With a decision matrix.
Kubernetes, SSO, audit logs, GDPR, and NVIDIA NemoClaw integration. What IT leaders need to evaluate OpenClaw for enterprise rollout.
20M developers, 55% faster cycles, $10-$39/mo. We test it across VS Code and JetBrains and give a straight answer.
Natural language queries, formula generation, chart creation, and Python in Excel via Copilot. Practical walkthrough with real examples.
M365 lock-in vs Google Workspace integration, enterprise pricing, compliance posture, and agentic capability compared head-to-head.
Elon Musk's AI chatbot: real-time X integration, Aurora image generation, and how it compares to ChatGPT and Claude.
Free tier, Premium, Premium+, and SuperGrok: what each plan includes, API costs, and how they compare.
Real-time data vs polished conversation. Head-to-head comparison across coding, research, creative tasks, and pricing.
Step-by-step from first prompt to advanced features: DeepSearch, image generation, voice mode, and API access.
Aurora image generation, video creation, and creative capabilities: what Grok can actually produce.
Free tier vs Advanced: what each plan includes, what hits the paywall, and whether free Gemini is enough for real work.
Open-source MoE vs closed-source polish. Head-to-head on coding, reasoning, pricing, and data privacy.
From first conversation to advanced workflows: Projects, Artifacts, Claude Code, and API integration.
RAG-powered citations vs 25 years of PageRank. Which search paradigm wins for research, shopping, and daily use.
Three-layer memory, 200+ models, 20 platforms, and a "do, learn, improve" execution loop. What Nous Research built and why it's #1 on OpenRouter.
One-line install, model provider config, Telegram and Discord setup, terminal backends, and VPS deployment. Everything to get Hermes running.
Learning-first vs gateway-first. Self-generated skills vs 44K marketplace. 22% better error recovery vs 50+ platforms. The honest comparison.
From 750+ MITRE ATT&CK security skills to the Curator system. The top self-generated and community skills worth installing.
Free, Pro, Enterprise, and Sonar API: every tier broken down with real costs, limits, and what you actually get.
From API key to production deployment: Sonar endpoints, citation handling, and building search-grounded AI applications.
Free chat, API pricing per million tokens, cache discounts, and how DeepSeek undercuts every major competitor.
Open-weights challenger vs safety-first heavyweight. Coding benchmarks, reasoning, API pricing, and privacy compared.
From first prompt to advanced features: DeepThink reasoning, web search, file analysis, and API setup.
Free Le Chat, Pro plans, and API pricing: every tier from open-weight models to Mistral Large and Codestral.
EU sovereignty vs Silicon Valley scale. Coding, multilingual, privacy, and enterprise deployment compared.
Le Chat interface, Canvas editor, agent workflows, and Codestral: from first prompt to production usage.
API authentication, model selection, function calling, fine-tuning, and building production agents with Mistral.
Free weights, cloud hosting costs, self-hosting hardware, and when open-source actually saves money vs closed APIs.
Full control with self-hosting vs instant convenience. Benchmarks, costs, privacy, and choosing the right approach.
Hardware requirements, Ollama setup, llama.cpp, quantization, and running Llama on your own machine step by step.
Licensing, security, compliance, fine-tuning, and production deployment for organizations running Llama at scale.
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Responsible AI, EU AI Act, and compliance frameworks.
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Cybersecurity alerts, threat analysis, and defense strategies.
Prompt Library
Copy-paste prompt templates for ChatGPT, Gemini, and Claude.