
Playbooks
Fashion DMs: Send a Size Chart, Never a Fit Promise
Almost every fashion DM is a version of one question an automation cannot answer. The honest reply turns it into a measurement problem, which is a problem you can solve.
6 min read
Writing
Notes on Instagram’s API, the replies a tool should refuse to send, and the parts of automation that are easy to get wrong. Written by the people who ship it.

Playbooks
Almost every fashion DM is a version of one question an automation cannot answer. The honest reply turns it into a measurement problem, which is a problem you can solve.
6 min read

Playbooks
There is no split testing here. Changing a single template and reading Activity is a real technique with six specific traps, and the traps are the whole post.
5 min read

Voice DNA
A creator has one voice and one inbox. A brand has a voice document, three registers and six approvers. What changes about automating replies, and what breaks.
5 min read

Playbooks
Keyword matching compares strings, not meanings. What folds away before the comparison, what does not, and how to build a trigger list that survives.
5 min read

Lead generation
There is no lead scoring model in this product. Qualification happens in the reply itself, in the single question you attach to it, and in what the answer rules out.
5 min read

Comparison
A general assistant writes a fine reply and cannot send it. Between a model and a system that replies sit an event, a connection, ten checks and a record of what happened.
5 min read

Comparison
A review of our own product that starts with everything we are bad at, because you were going to find out anyway. What it does well, where it loses to competitors.
5 min read

Playbooks
Walk a sale from attention to payment and mark each step. Most of them cannot be automated at all, one of them fully can, and that one is the bulk of the typing.
4 min read

Comparison
The free plan, itemised: 100 AI replies a month, template replies and comment triggers without limits, no card. Exactly what spends a credit and what never does.
5 min read

Playbooks
The smallest honest setup: one post, one keyword, templated replies that cost nothing. Written for the owner who is also the writer, the packer and the support desk.
5 min read

Compliance
A buyer can verify Meta API compliance before signing up. What to ask, what the permissions screen should say, and the one test that settles it in a minute.
6 min read

Playbooks
Five things that genuinely differ when your audience is Indian — mixed-script typing, price-first comments, rupee metering, and the DM as the default contact channel.
5 min read

Playbooks
No algorithm predictions and no benchmarks. Two systems — content that provokes a specific question, and answers that arrive while the question is still live.
5 min read

Tutorial
Not a strategy post. The actual sequence a coach should build in, what to write at each step, and which decision has to be made before you touch the builder.
5 min read

Playbooks
On Instagram a lead is somebody who sent you something. Not a follower, not a viewer, not a saver. That definition is imposed by the platform and it decides everything.
5 min read

Tutorial
Not why to automate a property account, but what to actually build. Seven automations, the fields filled in, the order to build them, and when to switch each one off.
6 min read

Playbooks
Four weeks of setup for a store, arranged so the first automated message goes to you. Which surface feeds which clock, and what to change in week four.
5 min read

Playbooks
After somebody buys, their next message is usually a problem. Access, payment, refunds. Here is why none of it should be answered by a template, and how to route it.
5 min read

Playbooks
An inbox you cannot face is a sorting problem before it is a volume problem. Here is how to split it into four piles, and which of them software should never touch.
5 min read

Playbooks
The benchmark posts disagree with each other because the data is invented. What engagement actually varies by, how to build your own baseline.
4 min read
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