Prompts are production assets.
Treat them like it.

Prompt manager transforms ad hoc prompt logic into versioned, reusable assets that are centrally governed and traceable. To change agent behavior, update the prompt instead of the codebase.

Prompts are production assets.
Treat them like it.

Prompt manager transforms ad hoc prompt logic into versioned, reusable assets that are centrally governed and traceable. To change agent behavior, update the prompt instead of the codebase.

Centralized prompt library across agents and workflows

Templates with variables instead of one-off strings

Full version history, comparison, and rollback

Safe activation of versions for production workflows

Centralized prompt library across agents and workflows

Templates with variables instead of one-off strings

Full version history, comparison, and rollback

Safe activation of versions for production workflows

Centralized prompt library across agents and workflows

Templates with variables instead of one-off strings

Full version history, comparison, and rollback

Safe activation of versions for production workflows

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Foundry

Prompt manager

Turn prompt chaos into a predictable system for agent behavior

At scale, prompt tweaks create fragmentation, blind spots, and risk. Prompt Manager centralizes control with a single-governed view of what’s running and why.

Turn prompt chaos into a predictable system for agent behavior

At scale, prompt tweaks create fragmentation, blind spots, and risk. Prompt Manager centralizes control with a single-governed view of what’s running and why.

Behavior aligned to real context

Create prompts that align with your workflows, business rules, user roles, and domain specifics. Agents should respond differently when necessary and consistently when required; avoid using a single generic instruction.

Behavior aligned to real context

Create prompts that align with your workflows, business rules, user roles, and domain specifics. Agents should respond differently when necessary and consistently when required; avoid using a single generic instruction.

Evidence-driven prompt improvements

Stop guessing which prompt performs better. Teams can track prompt versions and their impact on quality, speed, and outcomes, allowing them to keep what works and discard what doesn't work.

Evidence-driven prompt improvements

Stop guessing which prompt performs better. Teams can track prompt versions and their impact on quality, speed, and outcomes, allowing them to keep what works and discard what doesn't work.

Shared playbooks across agents

Tone, escalation rules, and classification logic are defined once and shared across agents. A single update to a template improves behavior across the board, reducing duplication for engineering and ensuring consistency for operations.

Shared playbooks across agents

Tone, escalation rules, and classification logic are defined once and shared across agents. A single update to a template improves behavior across the board, reducing duplication for engineering and ensuring consistency for operations.

Treat prompts like product assets, not strings

Treat prompts like product assets, not strings

Treat prompts like product assets, not strings

Prompt formats and templates

Central library, versioning, and control

Playground and integration into agents

Prompt formats and templates 

Support for both chat prompts (role-based messages) and completion prompts for legacy systems.

Prompt templates with dynamic placeholders, so you define the structure once and fill in variables at runtime.

Clearly separate the template from the resolved prompt that you actually send to the model.

Prompt...

Central...

Playgro...

Prompt formats and templates

Support for both chat prompts (role-based messages) and completion prompts for legacy systems.

Prompt templates with dynamic placeholders, so you define the structure once and fill in variables at runtime.

Clear separation between the template and the resolved prompt that is actually sent to the model.

Prompt formats and templates

Central library, versioning, and control

Playground and integration into agents

Prompt formats and templates

Support for both chat prompts (role-based messages) and completion prompts for legacy systems.

Prompt templates with dynamic placeholders, so you define the structure once and fill in variables at runtime.

Clear separation between the template and the resolved prompt that is actually sent to the model.

Prompts as part of the workflow definition, not hidden in code

Inside elsai foundry, prompts sit alongside guardrails and ARMS so engineers and operators see behavior, safety, and performance in one place.

Prompts as part of the workflow definition, not hidden in code

Inside elsai foundry, prompts sit alongside guardrails and ARMS so engineers and operators see behavior, safety, and performance in one place.

1

Agents reference Prompt Manager, not hard-coded strings: each agent or workflow step points to a named template and version, so you always know which instructions it’s using.

1

Agents reference Prompt Manager, not hard-coded strings: each agent or workflow step points to a named template and version, so you always know which instructions it’s using.

2

Prompts and Guardrails work together: prompts define desired behavior; Guardrails enforce safety and policy. When a run misbehaves, ARMS shows the prompt version and guardrail outcome side by side.

2

Prompts and Guardrails work together: prompts define desired behavior; Guardrails enforce safety and policy. When a run misbehaves, ARMS shows the prompt version and guardrail outcome side by side.

3

ARMS adds full operational context: when you inspect a run, you see the prompt template and version alongside tokens, latency, tool calls, and safety events.

3

ARMS adds full operational context: when you inspect a run, you see the prompt template and version alongside tokens, latency, tool calls, and safety events.

Outcome line: If a reconciliation, support, or clinical workflow starts giving unexpected answers, you can trace it back to a specific prompt change instead of just saying “the model did something weird.”

Outcome line: If a reconciliation, support, or clinical workflow starts giving unexpected answers, you can trace it back to a specific prompt change instead of just saying “the model did something weird.”

What does the elsai prompt manager unlock for your team?

Engineering and AI teams

Use a single template to manage behavior classification, escalation rules, and summaries

Quickly test and refine configurations without complex setup

Instantly roll back underperforming experiments

No need for code changes or infrastructure updates

Engineering and AI teams

Use a single template to manage behavior classification, escalation rules, and summaries

Quickly test and refine configurations without complex setup

Instantly roll back underperforming experiments

No need for code changes or infrastructure updates

For operations and business owners

Keep agents consistent, same workflow, tone, and decisions

No variation regardless of the editor

Improve prompts instantly in Prompt Manager

Skip engineering tickets for prompt tweaks

For operations and business owners

Keep agents consistent, same workflow, tone, and decisions

No variation regardless of the editor

Improve prompts instantly in Prompt Manager

Skip engineering tickets for prompt tweaks

Risk, audit, and governance

Link all agent decisions to a versioned prompt template for traceability.

Make reviews and audits faster with clear prompt-to-action mapping

Store prompt history centrally in elsai Foundry

Capture safety checks and run-level traces automatically

Simplify debugging and investigation with end-to-end visibility

Risk, audit, and governance

Link all agent decisions to a versioned prompt template for traceability.

Make reviews and audits faster with clear prompt-to-action mapping

Store prompt history centrally in elsai Foundry

Capture safety checks and run-level traces automatically

Simplify debugging and investigation with end-to-end visibility

ARMS: The observability layer of elsai foundry provides clear visibility to monitor and optimize agent workflows across models and tools in production.

ARMS: The observability layer of elsai foundry provides clear visibility to monitor and optimize agent workflows across models and tools in production.

elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.

Offices

USA

UK

Australia

UAE

India

© 2026 elsai. All rights reserved.

elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.

Offices

USA

UK

Australia

UAE

India

© 2026 elsai. All rights reserved.

elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.

Offices

USA

UK

Australia

UAE

India

© 2026 elsai. All rights reserved.

elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.

Offices

USA

UK

Australia

UAE

India

© 2026 elsai. All rights reserved.

elsai

Enterprise AI governance platform for agentic workflows. Transform your operations with confidence.

Offices

USA

UK

Australia

UAE

India

© 2026 elsai. All rights reserved.

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