AI development without chaotic code generation

Deveed understands the task, turns it into an interactive prototype, checks development readiness and AI cost risk — then helps you build, verify, maintain, and evolve the product.

Less guessing. Less rework. Less wasted AI credits.

Acme Portal⌄ Refund management portal
Ready for build
↻ Saved just now
☷ Share
Ask Deveed
Initial task request
Build a portal for customers to request and track refunds. Customers can submit refund requests, check status, receive updates by email, and managers can approve or reject requests with audit history.
✎ Edit task
▣ Source: Brief
◷ Updated just now
♙ Owner: Alex
Task readiness ⓘ
97%
Ready for controlled build
Rework risk ⓘ
Low
Key flows confirmed
AI credit waste ⓘ
Low
Build split is defined
Confidence ⓘ
High
Based on confirmed spec
✓ Understand
✓ Show
✓ Clarify
✓ Score
↗ Build
⚒ Maintain
Prototype preview
Open prototype ↗
Acme Refunds Help    Alex⌄
Request a refund
Order number
Reason
Your requests
✓ Prototype validated. Roles, flows, states, and approval rules are confirmed.
Next recommended steps
▣ Generate data model and access rules
▣ Build refund workflow and approval logic
▣ Generate interface states and email updates
▣ Add acceptance tests and QA checks
Deveed suggestion
This task is ready for controlled generation. Build it in four reviewable steps to keep quality high and AI credit usage predictable.
Start controlled build

AI development without chaotic code generation

Deveed understands the task, turns it into an interactive prototype, checks development readiness and AI cost risk — then helps you build, verify, maintain, and evolve the product.

Less guessing. Less rework. Less wasted AI credits.

Deveed interface preview with task readiness, prototype preview, risks, questions, and Ask Deveed button
Why Deveed understands before it builds

AI development needs engineering discipline

Fast generation is easy. Building the right product is harder.

Deveed restores the engineering layer that AI builders often skip: task analysis, prototype validation, requirement clarification, readiness scoring, cost-risk control, and step-by-step verified build.

Understand
Analyze goals, roles, flows, constraints, data, risks
Show
Create interactive prototype to align early
?
Clarify
Surface gaps, conflicts, edge cases and decisions
72
Score
Check readiness, rework risk and AI cost
Build
Generate in small steps with tests and checks
Maintain & evolve
Verify, document, fix, extend and keep improving
Acme Portal⌄ Refund management portal
Analysis in progress
↻ Saved just now
☷ Share
↗ Ask Deveed
Initial task request
Build a portal for customers to request and track refunds. Customers can submit refund requests, check status, receive updates by email, and managers can approve or reject requests with audit history.
✎ Edit task
▣ Source: Brief
◷ Updated just now
♙ Owner: Alex
Task readiness ⓘ
22%
Too early to build
Rework risk ⓘ
High
Key flows missing
AI credit waste ⓘ
High
Likely if built now
Confidence ⓘ
Low
Based on initial info
◌ Understand
▣ Show
? Clarify
◯ Score
↗ Build
⚒ Maintain
Prototype preview
Open prototype ↗
Acme Refunds Help    Alex⌄
Request a refund
Order number
Reason
Your requests
Key decisions are missing. Starting build now will create rework. Review risks →
Next recommended steps
Define user roles and permissions
Map refund workflow and decision points
Add error, edge and empty states
Deveed suggestion
Do not generate yet. Clarify critical flows first to reduce AI waste.
Clarify task
Initial task request
Build a portal for customers to request and track refunds. Customers can submit refund requests, check status, receive updates by email, and managers can approve or reject requests with audit history.
✎ Edit task
▣ Source: Brief
◇ Prototype v0.3
♙ Owner: Alex
Task readiness ⓘ
62%
Needs confirmation
Rework risk ⓘ
Medium
Gaps are visible
AI credit waste ⓘ
Medium
Can be reduced
Confidence ⓘ
Medium
Prototype reviewed
✓ Understand
▣ Show
? Clarify
◯ Score
↗ Build
⚒ Maintain
Prototype preview
Open prototype ↗
Acme Refunds Help    Alex⌄
Request a refund
Order number
Reason
Your requests
Status: In review
Prototype exposes missing approval and failed-payment states. Confirm flows →
Next recommended steps
Confirm manager approval role
Define failed-payment state
Validate customer status flow
Deveed suggestion
Review the prototype with stakeholders before generating code.
Send for review
Initial task request
Build a portal for customers to request and track refunds. Customers can submit refund requests, check status, receive updates by email, and managers can approve or reject requests with audit history.
✎ Edit task
▣ Source: Brief
◯ Scored just now
♙ Owner: Alex
Task readiness ⓘ
72%
Ready with guardrails
Rework risk ⓘ
Medium
Split build required
AI credit waste ⓘ
Lower
After clarification
Confidence ⓘ
High
Build plan prepared
✓ Understand
✓ Show
✓ Clarify
◯ Score
↗ Build
⚒ Maintain
Build plan preview
Open build plan ↗
Controlled build path Data → Logic → Interface → Tests
Build phase 1
Data model and access rules
Refund request lifecycle
Validation
Acceptance tests linked
Build in 4 reviewable steps to reduce rework and AI credit waste. Start build →
Next recommended steps
Generate data model and access rules
Build refund workflow and approval logic
Add interface states and acceptance tests
Deveed suggestion
The task is ready for controlled generation with human review after each step.
Start controlled build
Why Deveed understands before it builds

AI development needs engineering discipline

Fast generation is easy. Building the right product is harder.

Deveed restores the engineering layer that AI builders often skip: task analysis, prototype validation, requirement clarification, readiness scoring, cost-risk control, and step-by-step verified build.

Understand
Analyze goals, roles, flows, constraints, data, risks
Show
Create interactive prototype to align early
?
Clarify
Surface gaps, conflicts, edge cases and decisions
72
Score
Check readiness, rework risk and AI cost
Build
Generate in small steps with tests and checks
Maintain & evolve
Verify, document, fix, extend and keep improving
Acme Portal⌄ Refund management portal
Analysis in progress
↻ Saved just now
☷ Share
↗ Ask Deveed
Initial task request
Build a portal for customers to request and track refunds. Customers can submit refund requests, check status, receive updates by email, and managers can approve or reject requests with audit history.
✎ Edit task
▣ Source: Brief
◯ Scored just now
♙ Owner: Alex
Task readiness ⓘ
72%
Ready with guardrails
Rework risk ⓘ
Medium
Split build required
AI credit waste ⓘ
Lower
After clarification
Confidence ⓘ
High
Build plan prepared
✓ Understand
✓ Show
✓ Clarify
◯ Score
↗ Build
⚒ Maintain
Build plan preview
Controlled build path Data → Logic → Interface → Tests
Build phase 1
Validation
Build in 4 reviewable steps to reduce rework. Start build →
What you can do with Deveed

Build new products. Understand and evolve existing ones.

Deveed works with both greenfield ideas and existing software systems. Start from a blank page, a client request, an internal task, or a legacy codebase.

Acme Portal⌄ Refund management portal
Mode routing
↻ Saved just now
☷ Share
↗ Ask Deveed

Initial task request

Edit task

Build a portal for customers to request and track refunds.
Customers should be able to submit a refund request, check status,
and receive updates via email.

▣ Source: Brief ◷ Created just now ♙ Owner: Alex

Build an internal analytics module for the refund system used by a large US bank.
Analyze refund volumes, approval bottlenecks, SLA breaches, and risk patterns
across branches, channels, and customer segments.

▣ Source: Product brief ✓ Docs attached ✓ Repository connected
Attach documents No files attached
Attach documents 4 documents attached
Connect repository Repository not connected
Connect repository refund-platform repo connected

Task category

Manual override available
Detected by Deveed
New product

Deveed fixed the category based on the initial task request and available context.

Legacy / existing system

Deveed detected an existing product context from attached documents and repository.

Change category manually
New product
Legacy / existing system

The category controls the next analysis path and recommended steps.

Next analysis path

Build from zero route Existing system route
1Goal
2Users
3Roles
4Flows
5Reqs
6UI
7Plan
1Code
2Data
3Deps
4Rules
5Risks
6Tests
7Plan
New product path

Build from zero

Go from idea to the first working version.

Deveed helps clarify the goal, users, roles, flows, requirements, interface, development plan, verification steps, and release path.

01
1

Idea

Start from a blank page, client request, internal task, or product hypothesis.

2

Goal, users, roles

Clarify who the product is for, what it must achieve, and who does what.

3

Flows, requirements, interface

Turn the idea into user flows, requirements, screens, states, and edge cases.

4

Plan, checks, release path

Create a development plan with verification steps and a clear path to release.

5

First working version

Move from concept to a working product version that can be reviewed and improved.

Have a new product idea?

Start with a blank page and turn it into a build-ready product path.

Start new product
Existing system path

Work with existing software

Understand the system before changing it.

Deveed analyzes the codebase, roles, data, dependencies, business rules, user flows, risk areas, and test coverage. If documentation is outdated or missing, Deveed helps rebuild functional and technical documentation first. Then it helps you safely extend, modernize, and maintain the product.

02
1

Existing codebase

Start from a legacy system, existing product, repository, or application.

2

Roles, data, dependencies

Map users, permissions, data structures, integrations, and technical dependencies.

3

Business rules and flows

Recover how the system behaves, including user flows, rules, exceptions, and hidden logic.

4

Risks, tests, documentation

Identify risk areas, test coverage gaps, and rebuild functional and technical documentation.

5

Safe evolution

Extend, modernize, and maintain the product with clearer context and lower change risk.

Already have a product or codebase?

Analyze the system first, then extend or modernize it with lower change risk.

Analyze existing system

Deveed helps new products start correctly.
Existing systems become easier to understand, change, and maintain.

What you can do with Deveed

Build new products. Understand and evolve existing ones.

Deveed works with both greenfield ideas and existing software systems. Start from a blank page, a client request, an internal task, or a legacy codebase.

New product path

Build from zero

Go from idea to the first working version.

Deveed helps clarify the goal, users, roles, flows, requirements, interface, development plan, verification steps, and release path.

01
1

Idea

Start from a blank page, client request, internal task, or product hypothesis.

2

Goal, users, roles

Clarify who the product is for, what it must achieve, and who does what.

3

Flows, requirements, interface

Turn the idea into user flows, requirements, screens, states, and edge cases.

4

Plan, checks, release path

Create a development plan with verification steps and a clear path to release.

5

First working version

Move from concept to a working product version that can be reviewed and improved.

Have a new product idea?

Start with a blank page and turn it into a build-ready product path.

Start new product
Existing system path

Work with existing software

Understand the system before changing it.

Deveed analyzes the codebase, roles, data, dependencies, business rules, user flows, risk areas, and test coverage. If documentation is outdated or missing, Deveed helps rebuild functional and technical documentation first. Then it helps you safely extend, modernize, and maintain the product.

02
1

Existing codebase

Start from a legacy system, existing product, repository, or application.

2

Roles, data, dependencies

Map users, permissions, data structures, integrations, and technical dependencies.

3

Business rules and flows

Recover how the system behaves, including user flows, rules, exceptions, and hidden logic.

4

Risks, tests, documentation

Identify risk areas, test coverage gaps, and rebuild functional and technical documentation.

5

Safe evolution

Extend, modernize, and maintain the product with clearer context and lower change risk.

Already have a product or codebase?

Analyze the system first, then extend or modernize it with lower change risk.

Analyze existing system

Deveed helps new products start correctly.
Existing systems become easier to understand, change, and maintain.

Budget impact

Build better software with a lower total budget

Deveed helps reduce the cost of building and maintaining software by preventing poorly prepared AI generation, reducing avoidable rework, and lowering the amount of manual engineering work required to deliver and support suitable products.

25–40 %

Lower AI generation waste

Reduce unnecessary AI spend caused by repeated prompts, regenerated code, broken flows, and poorly scoped build attempts.

Before generation
30–50 %

Lower development budget for suitable projects

Lower the total cost of delivery by reducing manual analysis, specification, prototyping, coding, testing, documentation, and rework needed to ship the product.

During delivery
20–35 %

Lower post-launch maintenance cost

Reduce future support and change costs with clearer architecture, stronger documentation, better test coverage, and fewer avoidable defects.

After launch
Trust, security, and control

AI acceleration without losing control of your code

Deveed is built for product owners, developers, teams, and organizations that need AI speed without handing over control of their software. You decide what Daveed can access, what it can analyze, and what changes can move forward.

Control gates

Every important step has a gate

Deveed can help analyze, propose, and prepare changes — but access, sensitive data, and code movement stay controlled before anything advances.

01

Connect

Choose repositories, branches, files, and projects Daveed can access.

02

Scan

Secrets, keys, passwords, and sensitive data are detected and blocked.

03

Analyze

Daveed analyzes in read-only mode by default and records assumptions.

04

Propose

Daveed explains suggested changes, risks, and impact before moving forward.

05

Approve

Important actions require explicit confirmation from you or your team.

06

Change

Changes go through branches, diffs, reviews, checks, and approval.

Every step is visible, recorded, and controlled before code changes move forward.

Read-only by default

Deveed can analyze a codebase without permission to change it.

Controlled access

Give access only to selected repositories, branches, files, or projects.

Sensitive data protection

Secrets, keys, passwords, and sensitive data are detected and blocked.

Human approval

Important changes require explicit confirmation before they move forward.

Action history

AI decisions, assumptions, analysis steps, and changes are recorded.

Safe change workflow

Changes go through branches, diffs, reviews, checks, and approval.

Private deployment options

Support for a private environment, customer infrastructure, or a local agent.

Deveed helps you understand, build, and evolve software without losing control of your code or intellectual property.

Start with readiness, not generation.

Check your idea, task, or existing product before spending AI credits on the wrong build.

Trust, security, and control

AI acceleration without losing control of your code

Deveed is built for product owners, developers, teams, and organizations that need AI speed without handing over control of their software. You decide what Daveed can access, what it can analyze, and what changes can move forward.

Control gates

Every important step has a gate

Deveed can help analyze, propose, and prepare changes — but access, sensitive data, and code movement stay controlled before anything advances.

01

Connect

Choose repositories, branches, files, and projects Daveed can access.

02

Scan

Secrets, keys, passwords, and sensitive data are detected and blocked.

03

Analyze

Deveed analyzes in read-only mode by default and records assumptions.

04

Propose

Deveed explains suggested changes, risks, and impact before moving forward.

05

Approve

Important actions require explicit confirmation from you or your team.

06

Change

Changes go through branches, diffs, reviews, checks, and approval.

Every step is visible, recorded, and controlled before code changes move forward.

Read-only by default

Deveed can analyze a codebase without permission to change it.

Controlled access

Give access only to selected repositories, branches, files, or projects.

Sensitive data protection

Secrets, keys, passwords, and sensitive data are detected and blocked.

Human approval

Important changes require explicit confirmation before they move forward.

Action history

AI decisions, assumptions, analysis steps, and changes are recorded.

Safe change workflow

Changes go through branches, diffs, reviews, checks, and approval.

Private deployment options

Support for a private environment, customer infrastructure, or a local agent.

Access

Read-only by default. You choose what Deveed can access.

Analysis

Secrets, keys, passwords, and sensitive data are detected and blocked.

Changes

Code changes go through branches, diffs, reviews, and explicit approval.

Scoped repository, branch, file, and project access
Action history for AI decisions, assumptions, and changes
Safe workflow with review, checks, and human approval
Private deployment options: private environment, customer infrastructure, or local agent for sensitive projects.

Deveed helps you understand, build, and evolve software without losing control of your code or intellectual property.

Start with readiness, not generation.

Check readiness before spending AI credits on the wrong build.