Context engineering for software quality

Turn quality from a guess into a decision system

Karma understands your code, APIs, data and product behavior—then creates meaningful scenarios, runs them and produces findings your team can act on with confidence.

Human control for every high-risk action

karma / overview
Synced with product context

Quality overview

Success rate

96.2%+2.4%

Runs this month

62+12

Open findings

83 critical

Execution reliability

Last 30 days

Context coverage

84%
APIs42/47Flows18/24

Needs attention

Approve production access change

production environment · high risk

One shared picture for product, engineering and quality

Karma turns raw tool output into explainable context so every finding has a clear reason and a credible path forward.

01

Understand the product

Product maps, user flows, dependencies and API contracts live in one evolving context.

Living context
02

Make risk visible

Severity, evidence, environment and blast radius appear together before a decision.

Evidence-led
03

Keep humans in control

Karma proposes; your team approves sensitive actions with explicit scope and duration.

Explicit control

From black-box behavior to white-box understanding

Each layer adds confidence without pretending the system knows context that has not been connected yet.

BLACK01 / 03

External behavior

Public contracts, critical paths and observable outcomes with minimal access.

GREY02 / 03

Dependencies and data

Data sources, environments, services and side effects for deeper scenarios.

WHITE03 / 03

Product logic and intent

Code, domain models and real flows for better root-cause explanations.

Four steps from context to learning

01

Connect context

Connect approved APIs, repositories, data and environments.

02

Shape scenarios

Karma proposes critical paths and meaningful failure conditions.

03

Run with policy

Execute scenarios within the access rules of each environment.

04

Decide and learn

Review, approve and revalidate findings with complete history.

Everything needed for context-aware quality

Product intelligence map

Features, flows, APIs and dependencies in one searchable model.

Suggested scenarios

Critical behavior coverage with reason, risk and prerequisites.

Multi-environment runs

Independent access and policy for development, staging and production.

Actionable findings

Severity, evidence, history and enough context to remove extra handoffs.

High-risk approvals

Scope, permission and duration remain visible before confirmation.

Decision history

Every state change, approval and sensitive execution stays traceable.

AI recommends; your team remains in control

Sensitive actions never run without visible risk and explicit confirmation. Environment policy, role and access scope remain intact throughout the workflow.

  • Evidence and blast radius before action
  • Separate confirmation for production access
  • Time-limited, fully audited elevated access
  • Reject, stop and re-review at every stage
Decision required

Temporary production access

High risk
Read only · payment serviceDuration: 30 minutes

Designed to fit the workflow you already have

Adapter-based connections let Karma receive the context it needs without locking your architecture to a single vendor.

GitHub
GitLab
OpenAPI
PostgreSQL
REST APIs
CI pipelines
Service maps
Repositories

Clear product tiers; pricing will be finalized for launch

EXPLORE

Explore

Evaluate the context model and create a first project.

  • One workspace
  • Development environments
  • Core product workflows
Start evaluating

ENTERPRISE

Enterprise

Organizational control, access policy and custom requirements.

  • SSO and advanced roles
  • Production policy
  • Custom connection support
Talk to the team

Clear before you connect

See what Karma can build from your product context

Send the form and, during deployment, the lead adapter will connect to your team's delivery channel.

This information is only used to coordinate your demo and does not enroll you in automated marketing.