Write a book outline about {Subject}⏭︎Draft chapter prompts⏭︎Summarize the whole plan
LoveApplesCherries
Prompt 01queued
Prompt 02queued
Prompt 03queued
Timer modeinterval
Example demo60
prompt outline
Prolifica Automation Studio
ProlificaAutomation Studio.
One task becomes many prompts. A Chrome beta that runs in your browser: use the sequence marker, multiply variables with braces, import data, choose repeat rules, and let Magic Planner turn a goal into a runnable prompt sequence.
The human pain is simple: hours spent babysitting AI tools. Prolifica turns that patience tax into a visible automation grammar.
From the demo
From one article to a hundred. From one outline to five books.
The promise is not vague productivity. It is controlled multiplication: make the sequence, define the subjects, preview the run, then let the browser do the repetitive sending.
Prompt grammarPreview before run
Research⏭︎Outline {Subject}⏭︎Draft pages
Subject 1Love
Sequence ready
Subject 2Apples
Sequence ready
Subject 3Cherries
Sequence ready
01Sequence
Write the work once.
Queue prompts after each other with the sequence marker. One task becomes a script instead of a babysitting session.
Research the topic ⏭︎ Draft the outline ⏭︎ Write the first page
02Variants
Mark what should multiply.
Wrap a subject in braces and Prolifica expands it into generated prompts for each value.
Write a book about {Love, Apples, Cherries}
03Data
Bring in lists when the work gets real.
Attach data to a variable or import a whole sequence from rows, then preview the generated prompts before running.
{Subject} = your imported subject list
04Repeat
Choose the shape of the run.
Repeat only the prompt that has variants, or repeat the whole sequence for every subject.
The engine is built from a few clear moves: split prompts into order, mark what changes, bring in data, choose the repeat rule, then run locally in the browser.
Prompt Sequences
A chain of prompts, not a pile of tabs.
Use the sequence marker to split one instruction into ordered prompts that run one after another.
Prompt Variants
One placeholder becomes many prompts.
Use braces for subjects, audiences, tones, products, or any repeatable variable.
Data Import
Scale from a list without hand-copying.
Connect imported values to variables, or turn imported rows into a sequence of prompts.
Auto / Timer
Send when the model finishes, or on an interval.
Auto mode waits for completion. Timer mode covers surfaces where completion cannot be read.
Magic Planner
A vague goal becomes an editable plan.
Planner creates subtasks and lets the user import the plan back into Prolifica as a sequence.
Browser Local
Prompt sequences stay on the user’s computer.
Prolifica runs locally in the browser and does not access the user’s prompt sequences or work.
Run variations
Show the scale from real demo shapes.
These are the concrete demo shapes: a 60-prompt outline run, five outlines generated from subject inputs, and a Planner goal that becomes a sequence.
Productivity HacksAI EthicsFuture of WorkCreative Writing TipsBusiness Innovation
Data inputsubjects.csv
01Productivity Hacksoutline queued
02AI Ethicsoutline queued
03Future of Workoutline queued
04Creative Writing Tipsoutline queued
05Business Innovationoutline queued
Novel outline60prompts
A long outline run from the demo: prompt sequence, automatic sending, finished in about 25 minutes.
Five book outlines5subjects
Subjects from data inputs: Productivity Hacks, AI Ethics, Future of Work, Creative Writing Tips, Business Innovation.
Planner start1goal
“Outline a series of blog posts on sustainable tech” becomes an editable plan, then a sequence.
Repeat and conversation rules
Multiplication has to stay legible.
Big runs should explain themselves: how many prompts will run, why that number changed, and whether the whole sequence or only one variant prompt repeats.
Repeat prompt only10
Only the prompts with variants expand. The rest of the sequence runs once.
Repeat whole sequence18
The full sequence repeats for each subject. This is the default behavior for variant runs.
New conversation per subjectclean
Each subject can open in its own conversation so big runs do not collapse into one thread.
Run control
The preview has to earn trust before the run starts.
The run count, sending mode, and repeat behavior need to be legible before any prompt starts moving.
Run preview18 prompts
01Write book about {Apples}
02Write first page
03Write second page
04Write poem about {Apples}
05Translate it
Auto
Sends the next prompt after completion is detected.
Best when completion can be read
Timer
Sends the next prompt after a selected interval.
Best when completion cannot be read
Magic Planner
When you have a goal, not a prompt chain.
Planner creates an action plan based on a goal and a number of steps. The important move: the plan can be imported as a Prolifica sequence and run inside the engine.
Magic PlannerGoal → sequence
Outline a series of blog posts on sustainable tech.
01Ask for the goal
02Break it into subtasks
03Create prompt sequence
04Choose repeat logic
05Import plan
06Run in browser
Next product prep
Orbital gets the next story system.
Prolifica now has the page pattern: factual product mechanics, animated proof surfaces, mobile-safe sections, and a canvas entry that feels like opening the module instead of leaving the site.