Practical guides

Playbooks

Work through tool comparisons, prompt design and project costs. Pair the guides with our free browser toolkit. English guides are followed by a separate Chinese section.

Hubs: Start here · Tools · Changelog · 中文

Start here

Five useful starting points

Choose a tool, refine your writing workflow, or plan what it will cost to run.

More playbooks

Prompt template library for content ops (free, copy-ready)

Free AI / ChatGPT prompt template library for content ops — copy-ready prompts for briefs, outlines, drafts, SEO packs, and edits. No signup.

promptscontenttemplates
AI SEO workflow for 2026 (practical, no hacks)

A 2026-ready AI SEO workflow: intent mapping, outline freeze, draft assist, on-page packs, internal links, and measurement — without black-hat tricks or fake test claims.

seoworkflow2026
GPT-5.6 Luna vs Claude Haiku 4.5: cost per 1K tokens worksheet

A practical worksheet to compare small/fast model costs per 1K tokens — GPT-5.6 Luna vs Claude Haiku 4.5, inputs, outputs, retries, and when price alone misleads.

costpricingcomparison
AI agent tool-calling token overhead

How tool schemas, transcripts, and multi-step agent loops inflate token usage — and a practical way to estimate overhead before you ship.

agentstokenscost
AI coding assistant privacy checklist

A practical privacy checklist for adopting AI coding assistants: training defaults, retention, secrets, repo scope, and vendor paperwork — without fake security scores.

privacydevtoolschecklist
Anthropic Batch API cost estimation

Estimate Anthropic Batch API spend before you enqueue: discount assumptions, token shapes, failure retries, and a worksheet that stays honest when list prices change.

costanthropicbatch
Best free prompt formatter with no signup

What to look for in a free prompt formatter that needs no account: local processing, Markdown cleanup, and a checklist before you paste into production.

toolspromptsprivacy
Canonical URL for cross-posted AI blogs (Medium and beyond)

How to set canonical URLs when you cross-post AI articles to Medium, newsletters, or company blogs — avoid duplicate-content confusion without myths.

seopublishingcontent-ops
How to count tokens without an API key

Practical ways to estimate and count LLM tokens offline — heuristics, local tokenizers, and browser tools — before you burn API credits.

tokenscosttooling
How to document prompt changes like config

Treat system prompts like versioned config: changelogs, owners, diffs, rollbacks, and review — so prompt edits do not become invisible production changes.

promptsopsprocess
Evaluate LLM vendor lock-in: checklist

A practical checklist to evaluate LLM vendor lock-in — prompts, SDKs, evals, data terms, and exit drills — before your roadmap depends on one provider.

vendorsarchitecturechecklist
IndexNow vs Google sitemap for small sites

IndexNow vs Google sitemap for small sites: what each does, when to use both, and a practical submit workflow for static Cloudflare Pages properties.

seoindexingops
JSON schema output prompt examples for production

Production-oriented prompt patterns for JSON / schema-constrained LLM outputs: contracts, examples, validation loops, and failure modes — no fake benchmarks.

promptsjsonproduction
LLM feature unit economics for SaaS

A practical framework for LLM feature unit economics in SaaS — cost per successful action, gross margin impact, pricing guardrails, and when to kill a feature.

saascostproduct
LLM rate limit backoff playbook

A practical playbook for LLM rate limits: detect 429s, exponential backoff with jitter, budgets, queues, and user-facing degradation — without magical retry loops.

opsrate-limitsreliability
Local tokenizer vs vendor tokenizer: differences that matter

Why local tokenizers disagree with vendor usage fields, when the gap is harmless, and how to document the error band for budgeting and CI.

tokenstoolingcost
OpenRouter vs direct OpenAI pricing: worksheet

Build a pricing worksheet for OpenRouter versus direct OpenAI (or any gateway vs direct) — list price, routing fees, retries, and operational tradeoffs.

costpricingvendors
Prompt injection defenses for customer-facing bots

Defensive playbook for prompt injection on customer-facing bots: trust boundaries, tool permissions, input isolation, monitoring, and incident response — no exploit recipes.

securitydefensivebots
RAG context window cost estimation

Estimate token and dollar cost for RAG features: chunk sizes, top-k, system overhead, retries, and how context windows blow monthly bills.

ragtokenscost
Reduce prompt tokens without losing quality

A practical playbook to shrink LLM prompts — cut noise, structure context, compress examples — while keeping the behaviors you actually need.

promptstokenscost
Retry budget for LLM features: a practical spreadsheet

Design a retry budget for LLM-backed features — how many retries, when to fail open/closed, and how retries show up in token spend.

opsreliabilitycost
AI tool stack for solopreneurs (lean and sane)

A lean AI tool stack for solopreneurs: writing, research, coding, publishing, and cost control — with selection criteria and a no-hype setup path.

stacksolopreneurtools
Token counting explained for builders and budget owners

What tokens are, how counting differs by model family, why estimators disagree, and how to budget LLM usage without treating vendor docs as mythology.

tokenscostfundamentals
System prompts for research agents (safe and useful)

How to write system prompts for research agents: roles, tool use, citation rules, stop conditions, and anti-hallucination constraints that hold up in production.

system-promptsagentsresearch
LLM cost control for teams: budgets, routing, and guardrails

A practical playbook for capping LLM spend: token budgets, model routing, caching, retry policy, and monthly forecasting without a finance PhD.

costopstokens
A reusable AI workflow for content ops (without a CMS rewrite)

A concrete pipeline for briefs → drafts → edits → publish using LLMs as assistants, with human gates where quality and liability live.

workflowcontentops
A practical prompt engineering checklist for shipping work

A field checklist for writing prompts that hold up in production — roles, constraints, output schemas, and failure modes — without hype.

promptsworkflow

中文

2026 AI SEO 工作流(务实版)

2026 可用的 AI SEO 流程:意图映射、大纲冻结、辅助起草、On-page 打包、内链与更新节奏——不做黑帽,不编造实测。

中文
中英双语站点 SEO:sitemap 与收录提交

中英双语静态站的信息架构、canonical、hreflang、sitemap 与 IndexNow/Search Console 提交清单,减少漏收与规范网址混乱。

中文
大模型按量计费怎么算:实操清单

把输入/输出 Token、重试、Agent 轮次和单价表拆开,按量计费才能算清;附可直接粘贴的估算步骤与上线检查清单。

中文
系统提示词上线注意事项

把系统提示词当产品配置上线:职责边界、拒答规则、工具约定、版本与回滚,避免上线后行为漂移。

中文
Prompt 清理工具怎么用:无注册、本地整理

用免费 Prompt 清理工具整理 ChatGPT / Claude 草稿:去套话、规范 Markdown、控制长度;强调无注册与本地处理,附上线前检查清单。

中文
Token 费用估算表格:怎么建一版能复用的

搭建大模型 Token 费用估算表格:费率快照、流量形态、重试与批次折扣;配合本站估算器,避免把促销价写进稳态成本。

中文
公众号 AI 初稿质检清单

公众号用 AI 出初稿后的人工质检清单:事实、口径、合规、结构、SEO 与发布前终检,强调可勾选、可复用。

中文
小红书 AI 内容流水线:人工审核怎么卡

用 AI 辅助小红书初稿时,如何设计 brief、自动质检、双人审核与发布门禁,降低违规与虚假『实测』风险。

中文
团队如何控制 LLM 成本

给小团队的 LLM 费用控制手册:计量、预算、模型路由、压缩上下文、重试策略与月度估算,避免账单失控。

中文