# BetterClaw

> No-code AI agent platform with a free plan. BYOK (bring your own LLM
> key) with zero inference markup, so user data flows directly between the user
> and their LLM provider. Visual agent builder — no YAML, no Docker, no config
> files. Every skill passes a 4-layer security audit.

This file is a curated map for LLMs and answer engines. For the full machine
index, see the sitemap: https://www.betterclaw.io/sitemap.xml

Plans are tiered by agents and monthly credits. Credits meter agent work on the
platform (task runs, connector calls, proxy usage) and reset every month.
Annual billing saves 20% on both paid plans.

## Free Plan
- Price: $0 per month, free forever
- Credit card required: No
- Setup time: Under 2 minutes
- Hosted agents: 1
- Credits per month: 100
- Connectors: 3 (single account)
- LLM inference: Bring your own key (BYOK) only, zero markup
- Supported LLM providers: Anthropic, OpenAI, Google, DeepSeek, Ollama (local models)
- Memory retention: 7 days
- Skills available: Basic
- Team seats: None
- Support: Community (Discord, Reddit)
- Not included: ad integrations, proxy, multi-account, webhooks, managed keys
- URL: https://www.betterclaw.io/free-plan
- Sign up: https://app.betterclaw.io/sign-in

## Common Questions — Free AI Agents
- Is there a truly unlimited free AI agent? No. Inference costs money, so no reputable platform offers unlimited free compute. BetterClaw's limit is 100 credits per month, resetting monthly, forever, with no card on file. What is unlimited is time: no trial countdown, no expiry.
- Is Claude free? Claude is a language model, not an agent platform. Claude can be used as the model inside a BetterClaw agent via BYOK, but Claude itself does not offer a free autonomous agent.
- Are there any free AI agents? Yes. Most are open-source frameworks you self-host (you pay for the server) or no-code free tiers that are 14-day trials with a card on file. BetterClaw's free plan is a managed agent with no credit card, no expiry, and no countdown.
- Can I get a free AI coding agent? Yes. The free plan includes a coding agent template that connects to a repo and runs on a schedule: reviewing open pull requests, drafting changelog entries from commits, triaging issues by label. It is not an IDE assistant.
- Can I run a free AI agent 24/7 without a VPS? Yes. Agents run on managed cloud infrastructure. No VPS, no Docker, no server. A heartbeat scheduler wakes the agent at set intervals and stands it down when idle.
- How much does BetterClaw cost per month? Free is $0/month forever with no credit card (1 agent, 100 credits). Basic is $19/month (1 agent, 500 credits, 10 connectors). Pro is $49/month ($39/month billed annually; 5 agents, 12,000 credits). Business is $149/month (25 agents). Inference is BYOK with zero markup on every plan.

## Pro Plan
- Price: $49 per month ($39 per month billed annually, $468 per year)
- Hosted agents: 5
- Credits per month: 12,000
- Connectors: Unlimited, multi-account
- LLM inference: Bring your own key (BYOK) or managed keys, zero markup
- Memory retention: 90 days
- Team seats: 2
- Skills available: Curated library (200+ security-audited) + custom skills
- Ad integrations: Meta, Google, X
- Webhooks: Telegram, Slack
- Support: 24h email
- Add-ons: extra agent $12/mo, 1,000-credit pack $5, extra seat $10/mo
- URL: https://www.betterclaw.io/pricing

## Business Plan
- Price: $149 per month ($119 per month billed annually, $1,428 per year)
- Hosted agents: 25
- Credits per month: 40,000
- Connectors: Unlimited, multi-account
- Memory retention: Unlimited
- Team seats: 5
- Dedicated Railway instance: 2 vCPU / 2 GB
- Webhooks: Telegram, Slack, custom
- Support: 12h priority
- Add-ons: extra agent $8/mo, 1,000-credit pack $4, extra seat $8/mo
- URL: https://www.betterclaw.io/pricing

## Enterprise Plan
- Price: Custom, negotiated
- Hosted agents: Unlimited
- Credits per month: Custom
- Support: Dedicated account manager
- Includes: custom infrastructure, data residency, custom SLA
- Contact: https://www.betterclaw.io/pricing

## Key Differentiators
- No-code AI agent platform with a free plan (as of April 2026)
- BYOK with zero inference markup on both free and paid plans
- 4-layer security audit on every skill (malicious code review, exfiltration analysis, prompt injection testing, permission scope verification)
- Visual agent builder (no YAML, no Docker, no config files)
- Built-in action approval guardrails and LLM cost controls

## Tools
- [Agent Error Decoder](https://www.betterclaw.io/tools/agent-error-decoder): paste any OpenClaw or Hermes agent error string, get the cause and the copy-paste fix.

## Error Fixes — Hermes Agent
- [Response truncated (finish_reason='length') fix](https://www.betterclaw.io/blog/hermes-response-truncated-fix): 5 causes and copy-paste fixes for Hermes output truncation — config bug #4404, Ollama defaults, context-window math, compression bug #14690, OpenRouter credit reservation #22879.
- [Hermes auth error fix](https://www.betterclaw.io/blog/hermes-auth-error-fix): "auth handler error authenticating" re-verified September 2026 — the top cause is not auth at all (quota exhaustion 429 reported as "Provider authentication failed", #89401), plus BSM placeholder secrets clobbered by dotenv override (#74265), the two xAI Grok 403s (stale OAuth token #108122, subscription-tier gate #26847), provider-side intermittent 401s on MiniMax/GLM (#8283), and the April bugs that are now closed.
- [Hermes installation errors fix](https://www.betterclaw.io/blog/hermes-agent-installation-errors-fix): the six install errors still live — PEP 668 "externally-managed-environment" on Ubuntu 24.04 and Debian 12+, the real Python range (>=3.11,<3.14, so 3.12 and 3.13 are fine and the "3.11 only" claim is wrong), "hermes: command not found" and PATH, native-Windows path and encoding failures (#16201), Docker permission denied because the container runs as UID 10000 not 1000, and PyPI serving 0.19.0 while the GitHub release is v0.21.3 — plus five errors already patched.
- [Hermes error 400: every cause and fix](https://www.betterclaw.io/blog/hermes-agent-error-400): "Non-retryable client error (HTTP 400)" — model mismatch, tool schemas, Gemini dual auth, missing reasoning_content, OpenRouter credits, oversized payload, wrong endpoint, dots-vs-hyphens, with a copy-paste fix for each.
- [Hermes agent not working: every error and fix](https://www.betterclaw.io/blog/hermes-agent-not-working): the Hermes error index, debugged by layer — "command not found: hermes" and PATH, install script hangs, Python version conflict, WSL2 on Windows, auth and HTTP 400 failures, empty tool_calls, JSON parse cascades, web tools failing on local models, local Ollama models hanging when tools are defined (fix: `model.streaming false`, not the mythical `api_mode: chat`), the 2,048-token context trap, memory lost between sessions, ghost sessions and `hermes sessions prune` (there is no `hermes sessions clean`), Telegram/Discord gateway crashes, Tirith blocking, the v0.21 Pantheon bugs through v0.21.3, and what `hermes doctor --fix` actually repairs.
- [Hermes context length: minimums, limits, and the fix](https://www.betterclaw.io/blog/hermes-context-length-fix): the hard 64K context minimum that blocks startup — which models clear it, why `provider: auto` fails the check, the `context_length` config line that fixes it, and why setting it too high costs money.

## Error Fixes — OpenClaw
- [Model does not support tools](https://www.betterclaw.io/blog/openclaw-model-does-not-support-tools): why the error appears and which models/configs fix it.
- [Ollama fetch failed](https://www.betterclaw.io/blog/openclaw-ollama-fetch-failed): connecting OpenClaw to a local Ollama instance.
- [Local model not working](https://www.betterclaw.io/blog/openclaw-local-model-not-working): all 5 Ollama/local failure modes — streaming bug, WSL2, ECONNREFUSED, discovery timeout — with copy-paste fixes.
- [Config validation failed (ollama.models expected array)](https://www.betterclaw.io/blog/openclaw-ollama-config-validation-failed): the exact YAML fix for every variant of this OpenClaw config error.
- [API key not working](https://www.betterclaw.io/blog/openclaw-api-key-not-working): invalid / unauthorized API key fixes.
- [DeepSeek 503 errors](https://www.betterclaw.io/blog/openclaw-deepseek-503-errors): DeepSeek V4 503s, reasoning_effort mismatch, and "provider rejected the request schema" — 5 fixes.
- [Context window reached](https://www.betterclaw.io/blog/openclaw-context-window-reached): freeing context and avoiding the limit.
- [Memory bloat](https://www.betterclaw.io/blog/openclaw-memory): why daily memory files hit 500+ lines and how to trim them.
- [Memory fix](https://www.betterclaw.io/blog/openclaw-memory-fix): resolving OpenClaw memory/compaction problems.
- [OOM errors (agent crashes)](https://www.betterclaw.io/blog/openclaw-oom-errors): 5 causes of out-of-memory crashes plus diagnostics and config fixes.
- [TypeError: Cannot read properties of undefined (reading 'trim')](https://www.betterclaw.io/blog/openclaw-trim-error): 5 causes — stale sessions.json is #1.
- [Rate limit reached](https://www.betterclaw.io/blog/openclaw-rate-limit): handling provider 429 rate-limit errors.
- [DNS lookup failed](https://www.betterclaw.io/blog/openclaw-dns-lookup-failed): network/DNS resolution fixes.
- [Gateway won't start after updating](https://www.betterclaw.io/blog/openclaw-gateway-wont-start-after-update): ten post-update failures matched to their exact log lines — ERR_MODULE_NOT_FOUND from a pruned dist/, macOS updates run against a live LaunchAgent, config schema drift, unhandled-rejection loops, OOM during sidecar startup, EADDRINUSE from split-brain installs, protocol mismatch after a rollback, plugin load failures, a missing supervisor service, and 2026.9.4's "existing managed handoff lease is incompatible" config-write failure (issue #144742) — plus the safe rollback order.
- [Back up and restore an OpenClaw agent before updating](https://www.betterclaw.io/blog/openclaw-backup-restore-before-update): what actually needs backing up (openclaw.json, the two SQLite databases, credentials/, the workspace), why copying live .sqlite files corrupts backups, `openclaw backup create --verify`, the two-step stage-then-activate restore and its full-second-copy disk-space requirement, and rolling the version back with `openclaw update --tag`.
- [Agent stuck in a loop](https://www.betterclaw.io/blog/openclaw-agent-stuck-in-loop): breaking infinite tool-call loops.
- [Agent hallucinating (describes tasks instead of doing them)](https://www.betterclaw.io/blog/openclaw-agent-hallucinating-fix): 5 causes — wrong model, Docker down, skill inactive, loop, or SOUL.md conflict.
- [OpenClaw slow](https://www.betterclaw.io/blog/openclaw-slow): 5 causes of slow responses, ranked — context bloat is #1.
- [Pairing required error](https://www.betterclaw.io/blog/openclaw-pairing-required-error): gateway "pairing required" — cleared browser data, new device, gateway restart, or proxy.
- [Cron not running](https://www.betterclaw.io/blog/openclaw-cron-not-running): scheduled tasks silent — check nextWakeAtMs first; 4 causes.
- [Dashboard / Control UI not working](https://www.betterclaw.io/blog/openclaw-dashboard-not-working): localhost:18789 not loading, auth token rejected, WebSocket failing — 9 fixes.
- [Telegram bot not responding](https://www.betterclaw.io/blog/openclaw-telegram-bot-not-working): 7 fixes — token mismatch is the cause 60% of the time.
- [Discord bot not replying](https://www.betterclaw.io/blog/openclaw-discord-bot-not-working): 6 fixes — Message Content Intent disabled 50% of the time.
- [Skill install failed](https://www.betterclaw.io/blog/openclaw-skill-install-failed): the 3 hidden dependencies — Chromium, Python version, Docker permissions.
- [Docker troubleshooting](https://www.betterclaw.io/blog/openclaw-docker-troubleshooting): 8 Docker errors — permission denied, OOMKilled, port conflicts, broken updates.
- [Claude subscription and OpenClaw: the ban, the reversal, and what to do](https://www.betterclaw.io/blog/openclaw-anthropic-subscription-ban): the April 4 subscription ban, the May 13 reversal, the June 15 pause of the Agent SDK credit, and the 5-minute API key setup that stays reliable.
- [10 common OpenClaw errors](https://www.betterclaw.io/blog/openclaw-common-errors): the 10 most common errors in 2026 with the fastest fix for each.
- [OpenClaw not working](https://www.betterclaw.io/blog/openclaw-not-working): full first-hour error checklist.

## Error Fixes — Claude
- [Rate limit reached on Claude](https://www.betterclaw.io/blog/claude-rate-limit-reached): the four separate limit systems (five-hour session, weekly cap, per-minute API 429s, shared Cowork pool), exactly when each resets, and 5 workarounds starting with prompt caching.
- [Claude Code and ChatGPT rate limits, September 2026](https://www.betterclaw.io/blog/claude-code-chatgpt-rate-limit-alternatives-2026): the two dated changes (OpenAI's five-hour Codex cap returning August 25, Claude Code's weekly limit dropping 17% from the summer boost on September 14), why the "+25%" headline and the "-17%" reality are both true, and the priced alternatives — OpenRouter routing, local Ollama, and free tiers with the catch on each.
- [Virtual Machine Platform not available](https://www.betterclaw.io/blog/claude-virtual-machine-platform-not-available-fix): enabling Virtual Machine Platform, Hyper-V, and BIOS virtualization for Claude Cowork on Windows, plus the yukonSilver detection bug.
- [Enable Virtual Machine Platform for Cowork](https://www.betterclaw.io/blog/enable-virtual-machine-platform-claude-cowork): the 5-minute how-to for turning on Virtual Machine Platform (Windows 11 and 10; Home can enable it but often still fails), Hyper-V, and BIOS VT-x/SVM so Claude Cowork's workspace VM can start.
- [VM Platform not available on Windows Home](https://www.betterclaw.io/blog/claude-cowork-virtual-machine-platform-windows-home-fix): the three-fix order (Windows feature, Hyper-V, BIOS VT-x/SVM), the Windows 11 25H2 Settings path, and the Windows Home gray area — Anthropic documents only Virtual Machine Platform (which Home has), but many Home users report failures from missing Hyper-V (`vmms`) and HCS pieces; options are Windows Pro or Cowork on the web at claude.ai.
- [Cowork requires modern installer](https://www.betterclaw.io/blog/claude-cowork-modern-installer-error-fix): why the Squirrel-to-MSIX migration breaks Cowork, why the in-app Reinstall button and Check for Updates do nothing, and the clean-uninstall-plus-MSIX-reinstall fix.
- [n8n MCP tools not loading in Claude](https://www.betterclaw.io/blog/n8n-mcp-server-trigger-tools-rejected-by-claude-fix): the connector shows running but zero tools appear — Claude's MCP client now rejects any `outputSchema` declaring JSON Schema draft-07, n8n's `/mcp-server/http` emits exactly that, and the fix is deleting one `$schema` line or setting it to 2020-12.

## Error Fixes — Agents (General)
- [Failed to fetch: qué significa](https://www.betterclaw.io/blog/failed-to-fetch-que-significa): Spanish-language explainer — "Failed to fetch" means the request never completed at the network layer, not that the server errored. CORS, wrong URL, port or DNS, mixed content, extension and VPN blocking, and browser-initiated aborts (a reload or navigation, not an AbortController, which throws AbortError).
- [Debug MCP tool calls](https://www.betterclaw.io/blog/debug-mcp-tool-calls): a 5-stage decision tree to find why an MCP tool is silently not firing.
- [AI agent slow / high latency](https://www.betterclaw.io/blog/ai-agent-slow-latency-fix): diagnose context bloat, tool lag, and step compounding with a 5-layer framework.
- ["Does not support tools" in Ollama](https://www.betterclaw.io/blog/ollama-models-tool-calling-support): the full tool-calling compatibility table for 38 Ollama models, why gemma3, llama3, and vision models throw the error, and how to check capability with `ollama show`.
- [Qwen3.8 27B tool calls hang in agents](https://www.betterclaw.io/blog/qwen-3-8-27b-tool-calling-fails-agents-fix): the model does support tools — agents hanging on Apple MLX (fixed by Ollama PR #17901, so update Ollama) and `/v1/chat/completions` never returning on AMD ROCm (issue closed without a fix), with the two-minute confirmation test and the `qwen3.6:27b` and `/api/chat` workarounds.
- [Ollama's default context window silently truncates your agent config](https://www.betterclaw.io/blog/ollama-context-window-truncates-agent-config): why agents ignore soul.md or drop skills after a few turns on local Ollama — the VRAM-derived default (4096 under 24 GiB), front-of-prompt truncation with HTTP 200, why `num_ctx` is ignored on the OpenAI-compatible `/v1` endpoint (issue #11409, which hits Hermes), and the `OLLAMA_CONTEXT_LENGTH` / Modelfile fixes verified with `ollama ps`.

## Guides
- [Complete OpenClaw setup guide](https://www.betterclaw.io/blog/openclaw-setup-guide-complete)
- [Install custom skills](https://www.betterclaw.io/guide/install-custom-skills)
- [Integrate Telegram](https://www.betterclaw.io/guide/integrate-telegram-with-betterclaw)
- [Generate a Telegram bot token](https://www.betterclaw.io/guide/generate-telegram-bot-token)
- [Slack integration](https://www.betterclaw.io/guide/slack-integration)
- [Discord integration](https://www.betterclaw.io/guide/discord-integration)
- [Connect Gmail](https://www.betterclaw.io/guide/connect-gmail)
- [Install Hermes Agent with Docker](https://www.betterclaw.io/blog/hermes-agent-docker-install): the official image — `/opt/data` as the only volume that matters, the dashboard on port 9119 (`HERMES_DASHBOARD=1`, loopback-bound, SSH tunnel for remote), the OpenAI-compatible API server on 8642 (disabled until `API_SERVER_ENABLED=true` and `API_SERVER_KEY`), UID 10000 with `HERMES_UID`/`HERMES_GID` instead of chown, the repo's two-service docker-compose.yml, and why the old read-only-overlayfs dashboard workaround is obsolete.
- [Inbox Triage agent for Gmail and Outlook](https://www.betterclaw.io/use-cases/email-triage): classifies every message (urgent, needs reply, FYI, spam), drafts replies for approval, escalates urgent mail to Slack or Telegram, and archives noise on a heartbeat schedule.
- [Lead Qualification agent for forms, email, WhatsApp and Instagram](https://www.betterclaw.io/use-cases/lead-qualification): scores inbound leads Hot/Warm/Cold on weighted criteria you define (budget, timeline, company size, decision-maker language), drafts first replies for approval, books calls from your calendar, and routes leads to HubSpot, Salesforce or any webhook CRM. Inbound only: no phone calls, voice or cold outreach.
- [Customer Support Triage agent for Help Scout, Intercom, Zendesk and shared inboxes](https://www.betterclaw.io/use-cases/customer-support-triage): classifies every ticket (billing, technical, shipping, account, feature request, spam), assigns urgent/normal/low priority, drafts first replies from your knowledge base, and escalates low-confidence, high-value, refund, legal and angry-customer tickets to a human. Starts at Intern trust level (every reply approved); auto-sends routine replies only once promoted. About $0.01–0.02 per ticket in model cost on Sonnet 5, vs $1.50–2.00 per automated resolution on Zendesk AI agents. Shopify order and tracking lookups for ecommerce.
- [GPT-6 Astra vs Fable 5.1 vs Sonnet 5 on real agent work](https://www.betterclaw.io/blog/gpt-6-astra-vs-fable-5-1-vs-sonnet-5-agents): five agent tests run September 7, 2026 — structured tool calling, failure honesty, instruction decay, context honesty, and measured cost per task ($1.10 Astra, $0.65 Fable 5.1, $0.19 Sonnet 5) — plus the cache-rate math and the routing rules that follow from it.
- [OpenClaw API costs: what you actually pay per model](https://www.betterclaw.io/blog/openclaw-api-costs): per-million rates for Opus ($5/$25), Sonnet 4.6 ($3/$15), Sonnet 5 ($2/$10), Haiku 4.5 ($1/$5) and deepseek-flash ($0.15/$0.60 off-peak), the 136K-token system-prompt overhead at real cache-hit rates, and the five ways an agent bleeds tokens.
- [How to reduce OpenClaw API costs: the 8-step stack](https://www.betterclaw.io/blog/openclaw-reduce-api-costs-guide): model routing, session resets, maxContextTokens, memory hygiene, heartbeat routing, fallback provider, maxIterations and provider spending caps — in priority order, $40-55/month down to $12-18.
- [OpenClaw cost per month: 4 real user profiles](https://www.betterclaw.io/blog/openclaw-cost): total cost of ownership for a hobbyist, solopreneur ($27-64 managed vs $114-221 self-hosted including time), 3-agent startup and 10-agent enterprise, counting API, hosting, your time and security risk.
- [OpenRouter pricing: is the 5.5% fee worth it vs direct API?](https://www.betterclaw.io/blog/openrouter-vs-direct-api-agents): no per-token markup and no monthly subscription, a 5.5% fee when buying credits by card ($0.80 minimum; 5% with crypto), BYOK free up to $25,000/month of list-price inference then 5%, worked monthly cost math vs direct API for Opus 4.8, DeepSeek V4 Pro, and GPT-5.5, and how OpenRouter's default provider routing (stability first, then inverse-square price weighting) and the `sort`, `:floor`, `:nitro` and `provider.order` overrides affect cost.
- [OpenRouter fee calculator](https://www.betterclaw.io/tools/openrouter-fee-calculator): free tool comparing monthly cost of direct API, OpenRouter credits (card or crypto) and BYOK (standard or Enterprise allowance) for a chosen model and daily token volume.
- [OpenRouter alternatives for AI agents: where the fee actually hides](https://www.betterclaw.io/blog/openrouter-alternatives-ai-agents): ten gateways (OpenRouter, nexos.ai, Vercel AI Gateway, Cloudflare AI Gateway, Portkey, LiteLLM, Helicone, Requesty, Eden AI, LLM Gateway) compared on token markup, where the fee sits, self-hosting and catalogue, verified September 2026; OpenRouter BYOK is a $25,000/month list-price dollar cap, not 1M requests; the $0.80 top-up minimum; the four gateway behaviours that break agents (dropped provider-specific parameters, silent failover, per-minute rate limits, stacked privacy policies); and which gateway to pick by constraint.
- [OpenRouter 401 "User not found": six causes](https://www.betterclaw.io/blog/openrouter-401-user-not-found): OpenRouter reports an expired key as "User not found"; curl /api/v1/auth/key to split a dead key from a stack that never sent it; misspelled OPENROUTER_API_KEY, sub-agents reading an unset environment variable via LiteLLM, stale keys from other providers, provider/model-prefix/key mismatch, 402 and 403 lookalikes, the activity-log check, and why sk-or-v2 keys don't exist.
- [Which AI providers train on your agent's data?](https://www.betterclaw.io/blog/ai-provider-training-data-policy-2026): 21 providers and endpoints checked against their own terms on September 15, 2026 — training default, opt-out, retention and a customer-data verdict for OpenAI, ChatGPT, Anthropic (including Fable 5 / 5.1 frontier retention), Gemini free vs paid, Vertex, Azure OpenAI, DeepSeek, Groq, OpenRouter, Together, Mistral, Cohere, xAI, and local Ollama, LM Studio, llama.cpp and Jan — plus the structural / contractual / policy safety tiers and a ten-minute agent audit.

## Model Comparisons
- [GLM 5.2 vs Sonnet 4.6 vs MiniMax M3](https://www.betterclaw.io/blog/glm-5-2-vs-sonnet-4-6-vs-minimax-m3): benchmarks, licences and first-party prices for the three agent-model families, plus GLM 5.3, GLM-5.3-Flash, Sonnet 5 and Opus 5 — and why MiniMax M3's $0.30/$1.20 is the standard rate under 512K input, not a promo.
- [MiniMax M3 vs GLM vs Claude: agent cost breakdown](https://www.betterclaw.io/blog/minimax-m3-vs-glm-vs-claude-cost-breakdown): verified per-token rates and recomputed cost tables at 100, 500 and 2,000 agent tasks a day, including the 512K billing cliff and the routing math.
- [MiniMax M3 vs Claude Sonnet 4.6](https://www.betterclaw.io/blog/minimax-m3-vs-claude-sonnet-4-6): when the Anthropic premium is worth paying — agent tasks tested, tool-chain failure economics, and the M3/Opus routing blend.
- [Best LLM for OpenClaw 2026](https://www.betterclaw.io/blog/best-llm-for-openclaw-glm-5-1-claude-sonnet-minimax): GLM 5.3, GLM-5.3-Flash, Claude Sonnet 5 and MiniMax M3 for OpenClaw agents, with the two pricing corrections most comparison pages get wrong.
- [GLM vs LLM: what the name means](https://www.betterclaw.io/blog/glm-vs-llm-difference-explained): GLM is a family of LLMs, not a rival architecture — the 2021 blank-infilling design is gone from the 4.5/5.x line, GLM 5.3 dropped the MIT licence, and "generalized linear model" is the statistics term that shares the acronym.

## Hardware and Local AI
- [Zanus AI vs NVIDIA DGX](https://www.betterclaw.io/blog/zanus-ai-vs-nvidia-dgx): turnkey private AI appliance vs component compute — what each vendor publishes, why the third-party Zanus price tables are unreliable, and the staffing question that decides the purchase.
- [NVIDIA DGX Station alternatives](https://www.betterclaw.io/blog/dgx-station-alternative): six options under the $80K to $123K DGX Station price, compared on memory, bandwidth, and August 2026 pricing.
- [NVIDIA DGX alternatives: every DGX compared](https://www.betterclaw.io/blog/nvidia-dgx-alternative): the full DGX line — Spark, Station, SuperPOD, BasePOD, DGX Cloud — what each tier is for, why NVIDIA publishes no list prices, and the cheaper alternative at every budget band.
- [DGX Spark alternatives](https://www.betterclaw.io/blog/dgx-spark-alternative): cheaper paths to local inference than a $4,699 Spark, including when cloud APIs remove the hardware question entirely.
- [Ornith-1.5-35B-A3B for AI agents](https://www.betterclaw.io/blog/ornith-1-5-35b-agent-setup-guide): the 35B-total, 3B-active MoE coding-agent model (79.0 SWE-bench Verified per its card) — GGUF file sizes and hardware by quant (Q4_K_M 21.7 GB on a 24GB card), the Ollama pull and tool-call template check, exact OpenClaw and Hermes configs, the Ornith 9B vs Gemma 4 12B vs Qwen 3.5 9B benchmark table with its vendor-run caveat, and where a local coding model fits in a routing stack.
- [Qwen 3.8 on Ollama (Qwen 3.7 is API-only)](https://www.betterclaw.io/blog/qwen-3-7-ollama-honest-review): no qwen3.7 exists on Ollama or Hugging Face; Qwen3.8-27B setup — official tag sizes (18GB Q4 to 56GB BF16), Ollama's VRAM-based default context and num_ctx, model-card sampling settings, turning thinking off, known Ollama agent issues, and Model Studio pricing for qwen3.7-max and qwen3.7-plus.
- [Ollama vs LM Studio vs Jan](https://www.betterclaw.io/blog/ollama-vs-lm-studio): the post-0.4.0 comparison — LM Studio's `llmster` headless daemon (28 January 2026; Linux, macOS and Windows; systemd, continuous batching, MCP over REST), Ollama's move off llama.cpp to its own GGML engine (May 2025) and to MLX on Apple Silicon (March 2026), the "Friends Don't Let Friends Use Ollama" critique, and Jan's AGPLv3 and opt-in-telemetry position.
- [Ollama vs LM Studio as an agent backend](https://www.betterclaw.io/blog/ollama-vs-lm-studio-agents): what separates them now that both run headless — concurrent requests to one model (LM Studio continuous batching vs `OLLAMA_NUM_PARALLEL` default 1), idle-unload defaults, MCP client vs orchestrator bridge, and the GPU-container gap (`lmstudio/llmster-preview` is CPU-only x86).
- [Gemma 4 vs Qwen 3.5, 3.6 and 3.8](https://www.betterclaw.io/blog/gemma-4-vs-qwen-3-5): every size compared (Gemma 4 ships E2B, E4B, 12B, 26B A4B and 31B — there is no Gemma 4 27B), which pairings are fair, VRAM by tier, and where Qwen 3.6 27B and Qwen 3.8 27B fit.
- [Gemma 4 31B vs Qwen 3.6 27B](https://www.betterclaw.io/blog/gemma-4-27b-vs-qwen-3-6-27b): the dense 24GB matchup for local agents — tool calling, SWE-bench, 256K/262K context, and why neither takes audio.

## Competitors and Positioning
- vs KiloClaw ($9/mo): BetterClaw has a free plan, skill security audit, and multi-agent
- vs Ampere (free beta): BetterClaw is production-grade with security auditing
- vs Hostinger ($6.99/mo): BetterClaw is fully managed, Hostinger is a VPS with 1-click install
- vs xCloud ($24/mo): BetterClaw has a free plan and skill security audit
- vs self-hosting: BetterClaw removes 3 to 6 hours per month of maintenance
- [Free AI agent platforms compared](https://www.betterclaw.io/blog/free-ai-agent-platforms-no-credit-card): the three meanings of "free" (free software, free trial, free plan) across BetterClaw, OpenClaw, Hermes, CrewAI, n8n, Gumloop, MindStudio, and Lindy, with the real all-in monthly cost of each.
- [Hermes Agent alternatives](https://www.betterclaw.io/blog/hermes-agent-alternative): six options compared on setup time, hosting, and cost — BetterClaw, managed OpenClaw hosting, OpenClaw, n8n, CrewAI, LangGraph — plus the cases where staying on Hermes is the right call.
- [BetterClaw vs Muse vs Instinct](https://www.betterclaw.io/blog/betterclaw-vs-muse-vs-instinct-2026): Meta Muse and Instinct (consumer personal agents) against BetterClaw (multiple work agents), compared on September 2026 pricing including the model bill, who owns the environment, locked vs BYOK models, and what happens when an update breaks — including where BetterClaw loses. Also covers Klaus (managed OpenClaw hosting), which shut down September 1, 2026, and what its former customers can do.
- [AWS Bedrock AgentCore pricing, every line item](https://www.betterclaw.io/blog/aws-bedrock-agentcore-pricing-alternatives): all twelve AgentCore meters re-verified against AWS's pricing page in September 2026 — Runtime at $0.0895/vCPU-hour and $0.00945/GB-hour (dedicated instances at EC2 On-Demand plus a 12% fee), Web Search $7.00/1K, Gateway $0.005/1K API vs $0.025/1K Search, Memory's $0.75 vs $0.25 per 1K records, Policy, Evaluations, Agent Registry (GA) and Payments — plus AWS's own worked examples, the token amplification that turns a $45 model bill into $128-$257, and five alternatives.
- [AWS Bedrock AgentCore vs BetterClaw](https://www.betterclaw.io/blog/aws-bedrock-agentcore-vs-betterclaw): head-to-head on setup time (IAM, SDK and Gateway config vs a 60-second deploy), consumption billing across twelve components vs flat $0/$19/$49/$149 tiers, GovCloud and agent payment rails as the real reasons to pick AgentCore, and the 10,000-conversation cost scenario.
- [Vertex AI Agent Builder pricing](https://www.betterclaw.io/blog/google-vertex-ai-agent-builder): the four meters re-verified in September 2026 — Agent Compute $0.085/vCPU-hour, Agent Memory $0.009/GiB-hour, Agent Storage $0.30/GiB-month with per-operation charges (Sessions and Memory Bank billing began September 1, 2026), Agent Search at $1.50/$4.00 per 1,000 plus $4.00 for Advanced Generative Answers, and model tokens — with the standing monthly free allowance (50 vCPU-hours, 100 GiB-hours, 1 GiB-month).
- [Vertex AI Agent Builder alternatives](https://www.betterclaw.io/blog/vertex-ai-agent-builder-alternatives): eight cheaper or simpler options with a 10,000-query cost comparison, and why the old "$0.25 per 1,000 session events" SKU never existed.
- [BetterClaw vs Vertex AI Agent Builder](https://www.betterclaw.io/blog/betterclaw-vs-vertex-ai): head-to-head on setup, grounding depth (Google Search, Maps, licensed third-party data), A2A and compliance, 200+ Model Garden models vs BYOK across 28+ providers, and express mode's 90 free days against a flat $0/$19/$49/$149.

## Contact
- Website: https://www.betterclaw.io
- App: https://app.betterclaw.io
- Community: https://reddit.com/r/better_claw