Facebook Your Algorithm: a discovery plan for creators

Meta's announcement describes the viewer side: topic controls, Interested and Not interested feedback, and recommendations that Meta says can adapt within a session. That is Meta's product claim, not an independent performance result.

What Meta does not give:

• A country-by-country rollout schedule or completion date. Check your own interface.
• Creator ranking weights or a list of terms to repeat for reach.
• Any guarantee that a clearer topic earns more distribution.

Our practical interpretation: make the subject and usefulness of your work easy for a person to understand, then offer the shortest useful next step. If you sell a course, template or practice pack, discovery matters when it brings the lesson to someone who can use it. A bigger audience is only part of that job.

Answer each question on its own:

1. Relevance. Is this a problem the intended viewer recognises?
2. Usefulness. Can the viewer learn or do something from the content itself?
3. Continuation. Does the resource or product help with the next genuine task?

Do not use one comment total to answer all three. In its 2023 ranking explanation, Meta described combining several predictions rather than treating one predicted action as the whole measure of value. Useful background, not a published formula for the October update.

Originality is a separate production check. Our Facebook original content examples cover what your own contribution adds. This guide covers choosing the audience problem and evaluating the journey after discovery.

Start with questions you can document: customer emails, support requests, lesson feedback and relevant comments. Record the question, where it appeared and what remains uncertain. One enthusiastic reply is not proof of demand.

For each candidate topic, write four lines:

• Person: who has the problem, and what can they already do?
• Task: what are they trying to accomplish today?
• Constraint: what makes the task hard or limits the solution?
• Evidence: what have they asked, tried or misunderstood?

A fictional watercolour teacher might pick beginners who own a small paint set, want less muddy mixes and cannot compare mixtures. If the student questions have not actually been collected, label the idea a hypothesis.

Keep adjacent interests in reserve. A beginner mixing exercise, a paint-shopping comparison and an advanced colour-theory lesson all fit the business, but they solve different problems. Combining them in one lesson hides which need attracted the response. These phrases are audience hypotheses, not a Facebook topic taxonomy.

For the fictional watercolour teacher, the pathway could look like this. It is an illustrative planning model, not a customer result.

Before building the resource, ask one learner what they would do first. If they cannot name the first action, simplify. Our worksheet design guide covers working backward from a useful decision; its campaign examples use Instagram, but the exercise stands alone.

Remove practical friction for US and European audiences. State the paper size and offer A4 and US Letter. Explain unfamiliar material names. Give a time zone for any live session.

Use ordinary, specific language. Show the object or process clearly. Label comparisons so a reader can tell them apart. Keep the lesson long enough to finish its explanation.

Three checks before publishing:

• Comprehension. Ask a reviewer what question the lesson answers. The reply should match your planning brief.
• Completeness. The main takeaway stands on its own without a download or purchase.
• Continuity. The proposed resource develops the same task at the same skill level.

Do not add topics because they look popular in your own feed. Your feed is one account's observation, not a demand study. If you browse for inspiration, record what you noticed separately from what customers have asked for.

Choose a destination that explains what the file contains, opens on a phone and never surprises the reader with a second account. If an email step is part of the offer, say so before the form and explain the purpose. Do not add a signup because the software offers one.

When a viewer asks for the grid under the post, ReplyMagnet replies publicly and sends the link privately. On a Facebook Page post that is a Messenger private reply; on Instagram it is a DM. The campaign setup guide shows how to select posts, set a trigger keyword and test valid and unrelated comments before launch.

Keep that delivery role separate from discovery. ReplyMagnet does not provide Facebook audience-interest data, ranking controls or a reach guarantee, and this plan does not depend on any of those.

For the watercolour example, a useful question is whether people interested in beginner colour mixing can find, open and use the companion grid.

Original evidence checklist. A request, an opened resource and a completed order answer different questions.

Use the metrics your account actually shows. Never invent a missing value or treat views, people and sessions as the same unit. Campaign-labelled links help organise destination traffic but do not prove that every visit came from one post. Our DM tracking guide separates a delivery record, a link interaction and a website session. ReplyMagnet's analytics documentation separates matching and delivery stages and sends you to your own store for sales.

For the teacher, the question might be whether beginners understand a labelled side-by-side comparison better than a single finished painting. Record what you could not control: timing, promotion, collaborations, audience exposure. This is a practical comparison, not a randomised experiment.

At the review, choose from the evidence:

• Readers misunderstand the lesson: clarify the explanation before changing the offer.
• People ask for the resource but cannot open it: repair access before judging demand.
• The resource opens but testers cannot begin: simplify the first task.
• Learners use the resource but the paid pack feels unrelated: review the product transition.
• Evidence is sparse: collect more comparable observations.

Then complete one planning sheet per topic before expanding the calendar:

1. Intended learner and task.
2. Observed evidence, with hypotheses marked.
3. The standalone lesson.
4. The optional resource and the task it helps.
5. What the paid offer adds, and whom it does not suit.
6. Access checks: phone, paper size, language, any signup.
7. The measurement question and the records that answer it.
8. The review date and one change to consider.

Start with one topic your audience recognises, one lesson worth their time and one resource that helps them continue. That is a creator discovery plan you can improve even when the reasons behind any single recommendation stay unknown.