Compared with other approaches
Panlode is one way to decide what to build. This page compares it, category by category, with the other ways people usually do that, including where another approach is the better choice.
- At a glance
- AI idea generators
- Validation canvases and books
- Social listening and keyword tools
- A spreadsheet or Notion board
- Engineering skill packs for coding agents
At a glance
| Where ideas come from | Evidence | What stops a weak idea | Where the data lives | Cost | |
|---|---|---|---|---|---|
| Panlode | Public posts where people describe a pain, with the link | Scored 1-5 per signal; interviews and pre-sales raise it | Dated kill criteria, a three-idea WIP limit and a decision at the end of every experiment, checked by code | Markdown in your git repository | Claude Code; the engine is free and has no dependencies |
| AI idea generators | Your skills, trends or a prompt | Often generated rather than linked to a source | Nothing built in | The vendor’s app or a chat log | Varies |
| Validation canvases and books | You, guided by the method | What you collect by hand | Your own discipline | Paper, slides or a whiteboard tool | Free to low |
| Social listening and keyword tools | Search over forums and social posts | Volume and sentiment, rarely payment | Nothing built in | The vendor’s app | Usually a subscription |
| A spreadsheet or Notion board | Anything you type in | Whatever columns you add | Your own discipline | Yours | Free to low |
| Engineering skill packs for coding agents | Not their job: they start from a spec | Tests and reviews of code | Code review gates | Your code repository | Free |
AI idea generators
They are fast and good at breadth: ask for twenty ideas and you get twenty. The ideas come from your profile or from trends, so the evidence that anyone has the problem comes later, if at all. Panlode never generates an idea: every idea must cite at least one signal, and every signal links to the page where a real person or business described the pain. Your profile filters ideas; it never produces them.
Use a generator instead when you want a wide brainstorm and are happy to validate by hand later.
Validation canvases and books
The Lean Canvas, The Mom Test and similar methods are the ground Panlode stands on: interviews about past behaviour rather than opinions, the riskiest assumption first, small experiments. What a method cannot do is hold you to it on a busy week. Panlode turns the parts that can be checked into code: an idea in validating without dated kill criteria fails the check, a fourth validating idea fails it, and a finished experiment without a result and a decision fails it. The session brief shows the days since you last scouted and logged a contact, and the workspace tells Claude to raise it once either passes seven.
Use the method alone when you validate one idea with a co-founder and meet every week anyway.
Social listening and keyword tools
They search far more posts than a handful of agents can, and they show trends over time. They are built around mentions and sentiment; whether anyone pays is left to you. Panlode reads a few pages per run, keeps only posts that describe a problem (ideally one someone already pays to work around), scores the evidence, and keeps the link so you can check it. Its strength is depth and judgement per post, not volume.
Use a listening tool instead or as well when you need volume, history or alerts across many sources.
A spreadsheet or Notion board
A board is flexible and familiar, and nothing stops you from adding columns for evidence and kill dates. Nothing enforces them either. In Panlode the record format and its rules are checked every time Claude writes a record, the INDEX.md overview is regenerated rather than edited, and git log keeps every decision, including the ideas you killed and why.
Use a board instead when several people who do not use Claude Code need to edit the list.
Engineering skill packs for coding agents
Packs such as addyosmani/agent-skills give a coding agent the discipline to build well: specs, plans, tests, reviews and shipping. They start once you know what to build. Panlode covers the step before: whether to build at all. The two fit together. When an idea here reaches go, build it in a separate repository with whatever engineering workflow you prefer; the workspace refuses product code on purpose.