AI burns time and tokens rediscovering context the enterprise already knows.
Enterprise Knowledge Infrastructure
Give AI an understanding of your software.
Daleen inventories your codebase, captures institutional knowledge, builds Prompt Contracts, scores readiness, and gives AI agents the evidence they need to work inside complex enterprise systems.
Prompt Contract
Intent, scope, evidence, desired behavior, risk, validation, and open questions.
Homepage video
See how Daleen gives AI software understanding.
The launch video explains why AI needs enterprise context before it edits enterprise software.
AI is powerful. AI lacks understanding. Daleen organizes your software so AI can work with evidence.
Category
Enterprise Knowledge Infrastructure
Google organized the Internet. Daleen organizes your software.AI is powerful, but it does not automatically understand the living enterprise behind the code. Daleen turns existing software, standards, decisions, architecture, workflows, and evidence into an organized understanding layer AI can use.
Accepted problem
AI is powerful. AI lacks understanding.
Your enterprise already has the understanding AI needs, but it is scattered across code, databases, screens, documents, decisions, standards, people, and history.
Without system understanding, work drifts into unrelated files and risky assumptions.
Human experts spend too much time steering, correcting, and restating intent.
Teams need evidence, validation, and readiness before AI work can be trusted.
How it works
Daleen sits between the human request, the enterprise software system, and the AI agent.
Inventory the system
Build a commit-scoped view of files, symbols, tables, endpoints, screens, standards, open items, and prior decisions.
Structure the request
Turn a vague ask into a Prompt Contract with task type, scope, current state, desired behavior, risk, validation, and readiness.
Serve the evidence
Give the agent the ranked evidence, blast radius, validation plan, standards, and first actions before code changes begin.
Measure the outcome
Track validation, rework, token usage, user intervention minutes, work quality, and enterprise efficiency.
First application
Prompt Wizard is being built to turn intent into governed AI work.
Prompt Wizard is planned as the first major guided application of Daleen. It is intended to create Prompt Contracts backed by software understanding, standards, evidence, and validation expectations.
Clarify intent
Convert the human request into a structured work objective with known scope and open questions.
Attach understanding
Connect the task to relevant files, routes, tables, screens, standards, and prior decisions.
Create the contract
Produce a Prompt Contract with desired behavior, risk, evidence, validation, and readiness.
Prompt Wizard
Prompt Contract workspace
Drafts, readiness, risk, validation, and work-packet review in one governed workspace.
Evidence
Study in progress.
Daleen is designed to measure whether organized software understanding improves AI development work. Until the paired study is complete these are planned measurements—not marketing claims.
Prompt to first edit, first passing validation, accepted solution, and handoff.
Actual human time spent steering, correcting, clarifying, and reviewing AI work.
Provider-confirmed usage where available, with estimates kept separate.
Wrong-file edits, rework loops, reviewer defects, escaped defects, and validation status.
Genesis story
Daleen was built inside a real enterprise rebuild.
Daleen was built while rebuilding Appsuite's enterprise platform. Genesis exceeds 250,000 lines of code and contains hundreds of tables and screens.
Every capability in Daleen exists because we needed it ourselves.
Plans
Start with control. Upgrade into governance.
Choose Individual or Business, pick a tier, set seats and usage guardrails, then move into checkout and provisioning. Prompt Wizard is the planned launch application for most teams.
Daleen Control
Entry$--/seat
Low-cost scoping and control features for teams starting to govern AI development.
- Startup pack and scoped work packet
- Prompt intake and readiness gates
- Validation checklist and proof trail
- Basic workspace readiness
Daleen Prompt Wizard
Recommended$--/seat
Prompt contracts, standards setting, review gates, and task-profile requirements.
- Everything in Control
- Prompt Contract Builder
- Standards and validation policy matrix
- Draft, review, override, and packet generation flow
Enterprise Intelligence
ScaleCustom
Admin dashboards, licensing, user analytics, usage governance, and audit exports.
- Everything in Prompt Wizard
- Governance profile, threat and compliance domains
- Privilege drift and table ownership tracking
- Admin dashboards, licensing, and audit exports
- Planned: SSO and SCIM, retention policy, private deployment
Every plan includes generous usage allowances that scale with your team. You bring your own model API key — Daleen never resells tokens or marks up your provider bill. Usage is metered so you can see it, and overage exists only to catch runaway automation.
Usage estimator
Keep base subscription and metered usage separate.
Seats control access. API/model gateway usage, scans, and retained evidence storage are tracked against usage guardrails.
Customer trial
Buy the plan. Preserve the controls.
Create or reuse a customer account, approve subscription terms, choose invoice or BluePay token payment, and provision the first Daleen license.
Provisioning bridge
The customer sees simple progress while Daleen creates durable entitlement facts.
Onboarding
Connect the first workspace with explicit scan controls.
Daleen starts by registering a workspace, installing the extension, and running a governed inventory scan with exclusions and usage visibility so the understanding layer can begin forming.
Connect repository
Choose local workspace, Git provider, or private deployment path.
Install extension
Attach IDE and connection credentials to an active licensed seat.
Route gateway
Enable provider-exact usage and prompt-intake evidence where configured.
Source and access
Customer account
Daleen account workspace.
Review readiness, act on the next setup step, and manage the paid Daleen account without entering the Genesis admin surface.
customer-workspace
Workspace readiness
Developer signals
Sign in with a paid Daleen account to view readiness.
Workspace
No workspace connected.
Readiness
Waiting for workspace evidence.
Prompt Wizard
No Prompt Contract activity yet.
Signal detail
Quality signals appear once prompt evidence reports.
Latest activity
Activity appears after checkout and onboarding.
Account operations
BluePay authorization
Waiting for checkout.
Subscription record
Agreement appears after checkout.
Invite a named user
Reserve a purchased seat for a customer user. Seats stay separate from internal admin users.
Connect first workspace
Queue the governed inventory scan after the customer approves access and scan controls.
Communications
Business administration
Seats are the billable object. Connections are technical credentials.
This keeps ecommerce simple while preserving enterprise-grade provisioning and audit control.
| User | Role | Seat | Connections | Usage |
|---|---|---|---|---|
| Maria Chen | Owner | active | 3 | 18% |
| Drew Patel | Admin | active | 2 | 11% |
| Jae Kim | User | invited | 0 | 0% |
| Open seat | - | available | - | - |