AI Prompt Optimisation and Management Platform for Enterprise

Make every AI interaction count -- move from trial and error to high-value outcomes while significantly reducing workforce AI expenditure.

IT Admin
Enterprise Memory
Developer
Sales
HR
Legal
Ambon Platform
ChatGPT-5.1
Gemini-3
Llama-3-8B
In-House Model
Shadow AITamed

Endpoint Features

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Precision, not Guesswork.

The Prompt Enhancer catches ineffective prompts before you hit send. It's like a spellchecker, but for logic.

  • Real-time Suggestions
  • Vocabulary Expansion
  • Context Injection
  • Team / Individual Specific Suggestions
  • Enterprise Standardization and more..
Data Sentry Active
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PII Detected & Redacted
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Secrets stay secret.

The Data Sentry doesn't sleep. It spots credit cards, API keys, and hundreds of types of PII data, redacting them on the fly before they hit the model.

  • ML Based Sensitive Data Detection
  • Regex Pattern Matching
  • Enterprise Custom Rules
  • Global PII Formats Handling
  • Audit Logs and more..
Library
Issues
Prompts
Personas
Schemas
Languages

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Don't start from zero.

Our Persona Library wraps your prompts in pre-built, battle-tested system instructions. Drag, drop, direct.

  • Thousands of Pre-built Personas
  • Enterprise Custom Personas
  • Team / Individual specific Personas
  • Source and Target Personas
  • ML based Persona Enhancement and more..

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Library
Issues
Prompts
Personas
Schemas
Languages

Output that actually compiles.

Stop parsing errors. Define strict Input and Output Schemas and character limits. If the AI hallucinates a format, we catch it and heal it automatically.

  • Schema Validation for both Input and Output
  • Auto-Healing of Malformed Output
  • Character/Word/Token Limit Constraints
  • Enterprise Custom Schemas
  • Enterprise Data Standard Compliance and more..

Enter a prompt..

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Library
Issues
Prompts
Personas
Schemas
Languages

Your Prompts, Organized.

The Prompt Repository centralizes your team's best prompts. Search, filter, and insert snippets instantly. No more digging through Slack or Notion.

  • Thousands of Pre-built Prompts
  • Enterprise/Team Custom Prompts
  • Tagging & Categorization
  • Prompt Submission and Review Pipeline
  • ML based Continuous Enhancement and more..

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Changed to Fast from Thinking. Consider using In-House Llama
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Thinking
Library
Issues
Prompts
Personas
Schemas
Languages

Smart Model Routing.

Don't burn GPU credits on simple queries. The Model Selector automatically routes simpler requests to faster, cheaper models, and reserves heavy hitters for complex reasoning.

  • Intent Detection
  • Cost/Performance Optimization
  • Auto-Switching Logic
  • Fallbacks & Retries
  • Custom Routing Rules and more..
PROMPT_HISTORY
v1.0.2 • 2h ago
Initial system prompt setup
v1.1.0 • Just now
feat: Added COT reasoning

Ctrl+Z for your brain.

Prompts are code. Treat them like it. Branch, merge, and rollback. If a prompt change breaks your workflow, revert to a working version instantly.

  • Full Prompt History
  • Instant Rollbacks
  • Branching & Merging
  • Prompt Reviews and more..

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NUANCE MATCHEDApplied: Cushion words (Kushon-kotoba)
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Library
Issues
Prompts
Personas
Schemas
Languages

Fluent in nuance, not just words.

Direct translation kills prompts. Our Polyglot Engine adapts your instructions to cultural contexts, ensuring your "witty" tone actually lands in Tokyo, Berlin, or São Paulo.

  • Nuance-Aware Translation
  • Cultural Adaptation
  • Idiom Handling
  • Tone Preservation and more..

Agents

Seamlessly integrated with your favorite browsers, editors, and operating systems. We support the tools you already use, ensuring a smooth workflow without interruptions.

Cursor
Antigravity
ChatGPT Atlas
Comet

Ambon Insights

AI Interactions Dashboard

Centralized view and management portal for endpoint features, analytics reports and recommendations.

Models Evaluator

Models quality, performance, cost and usage evaluator across departments and users.

Team Consumption & Attribution

Track and analyse usage patterns across departments and users.

Global Linguistic Heatmap

Visualize language usage and respective model performance globally.

Intent | Prompt Gap Analysis

Identify where submitted prompts deviate from user intent.

Blind Spot Detection

Uncover unusual usage patterns, non-compliant AI interactions and skill/knowledge gaps.

Enterprise Intelligence

Intelligent Prompts and Personas

Prompts and Personas generated using ML and pushed to agents dynamically.

Adaptive Custom Models

Evolving custom models specific to enterprise requirements hosted on public/private cloud or on-prem.

Prompts Cache

On-prem cache of frequently used prompts(intent) to optimize speed and cost.

Vector Knowledge Store

High-performance RAG with your proprietary data.