Prompt Sequencing
Multi-step generation pipelines for complex documents.
Chain prompts into ordered sequences that build documents section-by-section, each step informed by the output of the last.
A single prompt can't build a complex document. A sequence can.
Define ordered chains of prompts that execute in sequence; each step receives the output of the previous step as context. Step one generates defined terms. Step two drafts operative clauses using those definitions. Step three builds schedules referencing both. Each step can have its own writing style and compliance checks. Sequences are reusable, versioned, and shared across your practice group.
Chained Prompts
Each step builds on the last
Define an ordered sequence of prompts where each step receives the accumulated context of all previous steps. The first prompt generates definitions. The second uses those definitions to draft operative clauses. The third builds schedules referencing both. Context flows forward through the entire pipeline, ensuring internal consistency without manual coordination.
Documents built incrementally. Context compounding at every step.
Step-Level Styles
Each step can use a different writing style: formal for recitals, technical for definitions, persuasive for argument sections
Context Carry-Forward
Output from each step automatically feeds into the next as context, building coherent documents
Conditional Branching (coming soon)
Sequences will be able to branch based on output. If the deal exceeds a threshold, additional schedules can be added automatically.
Checkpoint Review
Pause sequences at any step for human review before continuing to the next stage
Define
Set the sequence steps and context
Execute
Run the pipeline step by step
Refine
Iterate on any step without restarting
Reusable Pipelines
Build once, use across the firm
Save prompt sequences as reusable pipelines. Your M&A group builds a 12-step sequence for purchase agreements. Your employment team creates a 5-step pipeline for separation agreements. Every attorney in the practice group uses the same pipeline — ensuring consistency, quality, and adherence to firm standards. Pipelines are versioned and can be refined as your practice evolves.
Your best workflows, encoded and shared.
Reverse Engineer
Turn sample documents into prompt pipelines
Upload an exemplar document and the prompt sequencer reverse-engineers the structure, terminology patterns, and stylistic conventions into a reusable prompt sequence. Instead of manually writing each prompt step, extract them directly from your best work product. The engine analyzes structural conventions, identifies section boundaries, and generates prompt sequences that reproduce the document's characteristics.
Your best documents become your best prompts.
Structure Extraction
Identifies section boundaries, heading patterns, and document organization automatically
Style Derivation
Extracts writing style parameters from exemplars, capturing tone, formatting, and terminology conventions
Prompt Generation
Generates prompt sequences that reproduce the document's characteristics for future drafting
Iterative Refinement
Review and adjust derived sequences, then save as reusable pipelines for your practice group
Writing style per step
Apply different writing styles to different steps in the sequence. Formal and precise for definitions, clear and structured for operative provisions, concise for schedules. Each step matches the tone its section demands.
Mid-sequence editing
Edit the output of any step and re-run subsequent steps with your changes as context. Modify the definitions and the operative clauses regenerate to match. No need to restart the entire sequence from scratch.
Parallel execution (coming soon)
Steps that don't depend on each other will be able to run in parallel. Generate schedules A, B, and C simultaneously while the operative clauses are still being reviewed.
Sequence analytics (coming soon)
Track which sequences your firm uses most, which steps get edited most often, and where human review catches the most issues. Use these insights to refine sequences and improve output quality over time.
Common questions
How is prompt sequencing different from a single long prompt?
A single prompt tries to generate an entire document from one instruction, which leads to inconsistencies, lost context, and generic output. Prompt sequencing breaks generation into discrete steps where each step focuses on one section with full context from previous steps. The result is more coherent, more consistent, and more aligned with how legal documents are actually structured.
Can I modify a sequence mid-execution?
Who creates and manages sequences?
Do sequences work with prompt containers?
See prompt sequencing in action
Book a 15-minute demo. We'll build a multi-step document pipeline live using your practice area's workflow.