AGAI Spark

Turn Prompts Into Corporate Assets.

A structured prompt design and management platform that transforms ad-hoc AI interactions into reliable, reusable operational assets. Better outcomes with less spend. No prompt engineering expertise required.

Request Early Access See How It Works

Designed for consistency at scale. Governance-ready when you need it.

The Cost of Ad-Hoc Interactions

Enterprise GenAI adoption is stalling at the interface layer. Unstructured chat leads to unpredictable results.

Inconsistent Outputs

Format and tone vary wildly user to user.

Cost Waste

Endless iterations burn expensive tokens and employee time.

Prompt Tribal Knowledge

Best practices live in individual text docs, not shared systems.

Shadow AI

Employees pasting sensitive data into unapproved consumer tools.

Risk & Embarrassment

AI hallucinations and unverified outputs causing brand damage.

Lack of Reuse

Teams solving the identical prompt design problem simultaneously.

Prompts are not chat messages.
They are interaction design.

To achieve reliability, we must stop treating AI like a chatbot and start treating it as a deterministic engine. AGAI Spark shifts the paradigm from experimental chatting to engineering structured, predictable operational assets.

AGAI Spark in One View

AGAI Spark replaces the blank text box with a visual "Block UI" approach. Prompts are built systematically from governed components: role, objective, context, constraints, and output contracts.

Design → Optimize → Govern

Input
→Ez Prompt
→Structured Prompt
→Output Contract
→Reuse Library

Ez Prompt: Expertise, Automated.

No prompt engineering expertise required. Ez Prompt acts as an AI-guided interview. Simply state your intent, and the platform asks you precise, clarifying questions to automatically generate a structured, enterprise-grade prompt.

ez_prompt_session.sh

User Goal: "Write a summary of these meeting notes."

↓

Ez Prompt: "Who is the primary audience? Do you have strict formatting constraints (e.g., bullets vs. paragraphs)? Are there specific risks to highlight?"

↓

Result: A ready-to-use, block-structured prompt.

Role Context Output Contract

The Path to Consistency at Scale

1

Define Objective

State the core goal in plain, executive language.

2

Capture Context

Attach necessary background securely and clearly.

3

Set Constraints

Define strict boundaries, tone rules, and exclusions.

4

Define Output Contract

Specify the exact document format and structure required.

5

Validate & Test

Confirm response reliability and format adherence against tests.

6

Save as Asset

Store the finalized structure into the corporate library.

7

Reuse & Improve

Share across teams, track versions, and refine globally.

[A]

Structured Prompt Studio

Leave the blank text box behind. Utilize a visual Block UI approach to combine roles, objectives, and contracts into predictable instructions.

[B]

Prompt Asset Library

Store, tag, and search optimized prompts. Maintain strict version control so teams always use the best-performing, most up-to-date asset.

[C]

Quality & Cost Controls

Enforce format reliability and improve token efficiency. Eliminate the endless back-and-forth prompt iterations that drive up API costs.

[D]

Enterprise Controls

Maintain security with role-based access control (RBAC), formal approval workflows, and high-level audit trails for usage and changes.

Built for the Enterprise Innovator

Designed for the professionals bridging the gap between operations and automation.

Professionals & Knowledge Workers Consultants & Services Business Analysts Product & IT Teams Enterprise Innovation Leaders Regulated Enterprises

Use Cases: Meeting notes • Requirements extraction • Risk summaries • SOP creation • Status reports • Proposal drafting • Executive briefs • Support triage • Knowledge base articles • Policy drafts (non-legal)

Risk Boundary

AGAI Spark enforces strict usage boundaries. GenAI should not be utilized for highly deterministic math, final legal binding decisions, or unverified factual lookups.

Free

For individual exploration and design.

Target User: Solo analysts and designers.

Key Features: Offline access, basic structured prompt building (Block UI).

Ideal Use: Building prompt structures with no AI connectivity required.

Plus

For professionals aiming for optimized outputs.

Target User: Consultants and power users.

Key Features: Unlocks local features, AI connectivity, Ez Prompt guided interviews, AI-assisted prompt building.

Ideal Use: Generating and testing high-quality prompts with active AI assistance.

Enterprise

For teams requiring governance at scale.

Target User: Transformation leaders and IT operations.

Key Features: Plus features & Cloud Postgres, team collaboration, governance controls, analytics, approvals, audit trails.

Ideal Use: Managing prompts as secure, corporate-wide operational assets.

Measurable Impact

Fewer iterations and less token waste.
Improved format adherence and reliability.
Faster cycle times from request to result.
Better consistency across distributed teams.

Baseline → Intervention → Track Reduction

Governance-Ready When You Need It

01

Privacy-by-Default Options: Architected to keep sensitive data logically separated from execution.

02

Stateless-by-Default Recommendation: We advocate for architectures that do not train models on your proprietary inputs.

03

Audit Trails: Complete visibility into prompt evolution and usage (Enterprise).

04

Approval Workflows: Ensure only validated, compliance-checked assets reach the team library.

Ready to turn prompts into assets?

Request Early Access Talk to Us