AI go-to-market plan generators: what they actually produce

Three shapes of tool, five questions that separate a useful plan from an expensive summary, and a ten minute test you can run on any of them

This category grew quickly because the underlying task looks easy for a language model. Read a website, identify the buyer, list some channels, format it nicely. The output is confident, well structured, and frequently useless, which is a bad combination because it takes a few weeks to notice.

Here is how to tell the useful ones apart, written by people who build one of them and therefore have an obvious bias.

The three shapes on the market

1. The general purpose assistant. A chat product or an AI workspace feature where you describe your business and ask for a marketing plan. Cheap or already included in something you pay for. It knows a great deal about marketing in general and nothing about your product except what you typed, so the plan reads like a textbook chapter with your product name substituted in. Good for structure and unblocking a blank page. Bad at telling you which of the ten obvious channels is wrong for you.

2. The dedicated GTM planner. Purpose built products that read your site and generate ranked plays, personas, and often drafted assets, typically around $29 a month behind a signup and a short trial. gtm.help is the clearest example. The output is more specific here because the tool actually looked at your product, and the better ones cost each play in hours and money. The open question with all of them is what happens after the plan, since a library of ranked options still leaves the choosing and the doing with you.

3. The channel tool that also plans. Reddit monitors, SEO suites and outreach platforms that have added an AI strategy feature. The plan is usually a funnel into the channel they already sell. Useful if you have independently concluded that the channel is right; misleading if you have not, because a Reddit tool has never once concluded that the answer is not Reddit.

The five questions that separate them

• Did it read your product, or ask you to describe it? A tool that starts from a URL and tells you things about your own positioning that you had not written down is doing analysis. A tool that reformats your own description back to you is doing typing.
• Does it rule anything out? This is the single best test. Any model can list ten channels. A plan that does not tell you which channels to ignore for the next three months has not made a decision, it has made an inventory. Ruling things out is also the only way a plan survives contact with someone who has one hour a day.
• Is the first step concrete enough to do before lunch?"Start a content programme" is not a step. "Comment on this specific thread, here is the link and here is a draft that answers the question without pitching" is a step.
• Does it survive week two? Almost every tool in this category is built for the first session. Distribution is not a first session problem. Ask what happens on the eighth visit, when you have already done the obvious things and need the next three.
• Can you see real output before paying? Free trials that begin after a signup and a card are normal, but they tell you nothing about whether the analysis is any good for your product until you are already invested.

What a generated plan cannot do

It cannot know what you have already tried, unless you tell it. It cannot see your analytics. It cannot tell whether your last launch failed because the product is confusing or because nobody saw it, which are opposite problems with opposite fixes.

More importantly, no generated plan can do the work. The gap between founders who get users and founders who do not is almost never a gap in knowing what to do. Everyone knows they should talk to users, post where those users are, and write something worth linking to. The gap is that the work is repetitive, mildly embarrassing, and easy to postpone in favour of a refactor. A tool that produces a beautiful plan and then leaves you alone with it has solved the part that was not broken.

How to test any of them in ten minutes

1. Run it on your real product URL, not a competitor you admire.
2. Look for one claim about your product that you did not write on the page. If everything it says is a paraphrase of your own hero section, close the tab.
3. Find the list of things it told you not to do. If there is no such list, the plan has not been costed against your actual capacity.
4. Take the first recommended action and try to start it in five minutes. Note whether you need to make three decisions first. If you do, it is a topic rather than an action.
5. Ask what next week looks like. If the answer is "read the plan again", you bought a document.

Where OctoLoops sits

We are the second shape with a specific bet: the plan should be free and the repetition should be the product. Paste a URL, get channel scores, a diagnosis, an explicit list of channels to avoid for now, and one recommended first move, with no account and no card.

After that, the loops. A loop is a working session that ends in three tracked actions rather than a document. The Community Loop searches the live web for threads where people are describing your problem this month, verifies each link, and drafts a comment for each one that you post yourself. Run it again next week and it knows what you already did.

We are narrow on purpose. Three actions a week beats fifteen plays in a document, because the thing that runs out first is your Tuesday evening, not your supply of ideas.

If you are earlier than any of this, and the real situation is that the app is built and nothing is happening, start with the diagnosis order for a product with no users instead of buying a planning tool at all.