Prompt Studio

Version, Test, and Perfect Every Prompt

A dedicated prompt engineering environment with variable injection, Git-like versioning, A/B comparison, and multi-dimensional quality scoring. Write better prompts, ship them faster.

Prompt Editor

Write Prompts with Precision and Power

A purpose-built editor with variable injection, role markers, syntax highlighting, and inline testing. Write prompts like a developer writes code.

booking-agent-prompt.orchstack
v1.3Saved
System

You are {{agent_name}}, a helpful booking assistant for {{business_name}}.

You help customers book appointments, answer questions about services,

and manage their existing reservations.

Always greet the customer by name: {{customer_name}}.

Available services: {{service_list}}

Today's date: {{current_date}}

User

{{user_message}}

Assistant

Respond in a friendly, professional tone. If the customer

wants to book, confirm the service, date, and time slot.

If the requested slot is unavailable, suggest {{fallback_slots}}.

Variables (6 detected)
{{agent_name}}{{business_name}}{{customer_name}}{{service_list}}{{current_date}}{{user_message}}{{fallback_slots}}
Version Control

Git-like Versioning for Every Prompt

Every save creates an immutable version. Compare diffs, tag releases, roll back instantly. Never lose a good prompt again.

Full version history
Every change is saved with author, timestamp, and commit message. Browse the full history for any prompt.
Visual diff view
Compare any two versions side-by-side. Additions, deletions, and modifications are highlighted inline.
Instant rollback
Roll back to any previous version with one click. No data is lost — the rollback creates a new version.

Version History

booking-agent-prompt
v1.00.72

Initial booking prompt

Aarav3 days ago
v1.10.81

Added context window for returning customers

Maria2 days ago
v1.20.88

Refined tone for enterprise customers

AaravYesterday
v1.3Active0.93

Added upsell instruction + variable guards

Sam2 hours ago
Diff: v1.2 vs v1.3
Respond in a professional tone.
Respond in a friendly, professional tone. If the customer
wants to book, suggest upsell: {{upsell_services}}
A/B Comparison

Compare Prompt Variants Side-by-Side

Run two prompt versions against the same inputs. See the outputs, scores, and statistical significance in one view.

Test Input

"Hi, I'd like to book a haircut for tomorrow afternoon. Do you have anything available around 2pm?"

Variant A

v1.2

"Hello! I'd be happy to help you book a haircut. We have availability tomorrow at 2:00 PM and 2:30 PM. Which time works best for you? A standard haircut is $35."

Accuracy82
Tone78
Relevance85
Completeness80
Composite81.2

Variant B

v1.3

"Hi there! Great news — we have a 2:00 PM slot open tomorrow for a haircut. I've tentatively held it for you. A standard cut is $35, and I'd also recommend our conditioning treatment ($12) — it pairs perfectly. Shall I confirm the booking?"

Accuracy91
Tone93
Relevance90
Completeness95
Composite92.3
Variant B outperforms by 13.7% — statistically significant (p < 0.01)
Performance Scoring

Score Every Prompt for Accuracy, Tone, and Relevance

Multi-dimensional quality metrics give you confidence that your prompts meet production standards before they go live.

91

Accuracy

Factual correctness and semantic match against expected outputs.

93

Tone

Brand voice alignment, formality level, and friendliness.

90

Relevance

How well the response addresses the user's actual intent.

96

Latency

Response generation speed and token efficiency.

Score Trend — Last 4 Versions

v1.0
72/100
v1.1
81/100
v1.2
88/100
v1.3
93/100
Composite score improved 29% from v1.0 to v1.3
Capabilities

Complete Prompt Engineering Toolkit

Everything you need to write, version, test, and optimize prompts — without leaving the editor.

Rich Prompt Editor

Syntax-highlighted editor with autocomplete for variables, role markers, and template tags. Write prompts with the same comfort as writing code.

Git-like Versioning

Every save creates an immutable version. Compare diffs between any two versions, tag releases, and roll back instantly. Full audit trail included.

A/B Comparison

Run two prompt variants against the same inputs and compare outputs side-by-side. Statistical significance testing tells you which version wins.

Accuracy Scoring

Score prompt outputs for factual accuracy against ground truth datasets. Semantic similarity, keyword presence, and custom evaluators supported.

Variable Injection

Define dynamic variables like {{customer_name}} and {{order_id}} that are resolved at runtime. Test with sample data directly in the editor.

Multi-Role Support

Structure prompts with system, user, and assistant roles. Preview how multi-turn conversations will flow before deploying to production.

Prompt Studio FAQ

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