The Governance
Control Plane for Software Engineering

Manage data and AI risk with continuous visibility and provable control

Add Source
Repository
Policies
Framework
Connector
Lets Go!
Connecting sources...
Connecting systems, policies and frameworks
GitHub repository
Code level truth
Policy document
Internal control rules
Framework library
SOC 2, ISO, GDPR
Customer database
Stored customer records
API connector
Runtime data movement
Ready for analysis
Ask a question about your data
What email data can my AI access?
Live data lineage review
Auth Service
email_address
Payments API
checkout email
Support Desk
requester.email
Customer database
customers.email
Profile API
profile.email
CRM
contact.email
Orders DB
billing email
Sensitive data movement mapped across systems, runtime and evidence.
Email address information found
6 confirmed locations across live systems
6 locationsPIIEvidence
Primary sourceCustomer DB
Auth flowAuth Service
Runtime pathProfile API
External syncCRM
Unencrypted field detected
4 policy violations → review
Policy violation detected, select to remediate
Policy violation detected. Select to remediate
@
Auth Service
Collected during login
email_address
@
Customer Database
Stored on customer profile
customers.email
@
Profile API
Returned by profile endpoints
profile.email
@
CRM Integration
Synced for account handling
contact.email
@
Marketing Platform
Used for communications
subscriber.email
@
Support Desk
Visible in support workflows
requester.email

The Governance
Control Plane for Software Engineering

The Governance Control Plane for Software Engineering

Qala AI continuously reconciles policy intent with engineering reality, enabling risk leaders to identify hidden drift before it becomes exploitable risk

Manage data and AI risk with continuous visibility and provable control

Add Source
Repository
Policies
Framework
Connector
Lets Go!
Connecting sources...
Connecting systems, policies and frameworks
GitHub repository
Code level truth
Policy document
Internal control rules
Framework library
SOC 2, ISO, GDPR
Customer database
Stored customer records
API connector
Runtime data movement
Ready for analysis
Ask a question about your data
What email data can my AI access?
Live data lineage review
Auth Service
email_address
Payments API
checkout email
Support Desk
requester.email
Customer database
customers.email
Profile API
profile.email
CRM
contact.email
Orders DB
billing email
Sensitive data movement mapped across systems, runtime and evidence.
Email address information found
6 confirmed locations across live systems
6 locationsPIIEvidence
Primary sourceCustomer DB
Auth flowAuth Service
Runtime pathProfile API
External syncCRM
Unencrypted field detected
4 policy violations → review
Policy violation detected, select to remediate
Policy violation detected. Select to remediate
@
Auth Service
Collected during login
email_address
@
Customer Database
Stored on customer profile
customers.email
@
Profile API
Returned by profile endpoints
profile.email
@
CRM Integration
Synced for account handling
contact.email
@
Marketing Platform
Used for communications
subscriber.email
@
Support Desk
Visible in support workflows
requester.email
Add Source
Repository
Policies
Framework
Connector
Lets Go!
Connecting sources...
Connecting systems, policies and frameworks
GitHub repository
Code level truth
Policy document
Internal control rules
Framework library
SOC 2, ISO, GDPR
Customer database
Stored customer records
API connector
Runtime data movement
Ready for analysis
Ask a question about your data
What email data can my AI access?
Live data lineage review
Auth Service
email_address
Payments API
checkout email
Support Desk
requester.email
Customer database
customers.email
Profile API
profile.email
CRM
contact.email
Orders DB
billing email
Sensitive data movement mapped across systems, runtime and evidence.
Email address information found
6 confirmed locations across live systems
6 locationsPIIEvidence
Primary sourceCustomer DB
Auth flowAuth Service
Runtime pathProfile API
External syncCRM
Unencrypted field detected
4 policy violations → review
Policy violation detected, select to remediate
Policy violation detected. Select to remediate
@
Auth Service
Collected during login
email_address
@
Customer Database
Stored on customer profile
customers.email
@
Profile API
Returned by profile endpoints
profile.email
@
CRM Integration
Synced for account handling
contact.email
@
Marketing Platform
Used for communications
subscriber.email
@
Support Desk
Visible in support workflows
requester.email
Add Source
Repository
Policies
Framework
Connector
Lets Go!
Connecting sources...
Connecting systems, policies and frameworks
GitHub repository
Code level truth
Policy document
Internal control rules
Framework library
SOC 2, ISO, GDPR
Customer database
Stored customer records
API connector
Runtime data movement
Ready for analysis
Ask a question about your data
What email data can my AI access?
Live data lineage review
Auth Service
email_address
Payments API
checkout email
Support Desk
requester.email
Customer database
customers.email
Profile API
profile.email
CRM
contact.email
Orders DB
billing email
Sensitive data movement mapped across systems, runtime and evidence.
Email address information found
6 confirmed locations across live systems
6 locationsPIIEvidence
Primary sourceCustomer DB
Auth flowAuth Service
Runtime pathProfile API
External syncCRM
Unencrypted field detected
4 policy violations → review
Policy violation detected, select to remediate
Policy violation detected. Select to remediate
@
Auth Service
Collected during login
email_address
@
Customer Database
Stored on customer profile
customers.email
@
Profile API
Returned by profile endpoints
profile.email
@
CRM Integration
Synced for account handling
contact.email
@
Marketing Platform
Used for communications
subscriber.email
@
Support Desk
Visible in support workflows
requester.email
The Reality

Software velocity is outpacing governance

Every new API, integration, and AI-assisted change widens the gap between policy intent and engineering reality.

Engineering velocityGovernance realityAccountability Gap
XPolicies are documented, but not continuously verified
XCode, systems and integrations change faster than controls can keep up
XSensitive data moves across systems without clear line of sight
Introducing Qala AI

The Future of Governance is Continuous

Qala AI continuously reconciles policy intent with live systems, helping teams detect hidden drift before it becomes exploitable risk.

Policies
Live
Systems
Live
QALA
Qala AI
Policy drift detected at source
Automatically detect policy drift at the source, not after
Continuously evidence your controls, instead of reviewing them post delivery
Understand data flows and risk exposure instantly as your environment and policies change

AI is accelerating software change faster than governance can keep up, creating blind spots across software, integrations, and data flows.

The Reality

Software velocity is outpacing governance

Every new API, integration, and AI-assisted change widens the gap between policy intent and engineering reality.

XPolicies are documented, but not continuously verified
XCode, systems and integrations change faster than controls can keep up
XSensitive data moves across systems without clear line of sight
Engineering velocityGovernance realityTicketsPRsReleasesAI CodePoliciesControlsEvidencingAuditsAccountabilityGap
Introducing Qala AI

The Future of Governance is Continuous

Qala AI is built for a future where governance is continuous by design, working seamlessly with engineering to deliver secure and compliant software.

Automatically detect policy drift at the source, not after
Continuously evidence your controls, instead of reviewing them post delivery
Understand data flows and risk exposure instantly as your environment and policies change
Policies
Live
Systems
Live
QALA
Qala AI
Policy drift detected at source
Continue scrolling...
The Reality

Software velocity is outpacing governance

Every new API, integration, and AI-assisted change widens the gap between policy intent and engineering reality.

XPolicies are documented, but not continuously verified
XCode, systems and integrations change faster than controls can keep up
XSensitive data moves across systems without clear line of sight
Engineering velocityGovernance realityTicketsPRsReleasesAI CodePoliciesControlsEvidencingAuditsAccountabilityGap
Introducing Qala AI

The Future of Governance is Continuous

Qala AI is built for a future where governance is continuous by design, working seamlessly with engineering to deliver secure and compliant software.

Automatically detect policy drift at the source, not after
Continuously evidence your controls, instead of reviewing them post delivery
Understand data flows and risk exposure instantly as your environment and policies change
Policies
Live
Systems
Live
QALA
Qala AI
Policy drift detected at source
Continue scrolling...

Provable control starts here

Governance happens where code is written, where data flows, where decisions are made. With Qala you can surface risk before it becomes a liability.

Continuous, provable governance

Continuously reconcile policy intent, engineering implementation, and runtime behavior so controls can be verified in practice. No more blind spots.

Continuous, provable governance

Continuously reconcile policy intent, engineering implementation, and runtime behavior so controls can be verified in practice. No more blind spots.

Continuous, provable governance

Continuously reconcile policy intent, engineering implementation, and runtime behavior so controls can be verified in practice. No more blind spots.

AI and 3rd party control at source

Govern your AI and 3rd parties with confidence. Understand what external systems can access your solution, where that data comes from, what policies apply, and where hidden data exposure is emerging.

AI and 3rd party control at source

Govern your AI and 3rd parties with confidence. Understand what external systems can access your solution, where that data comes from, what policies apply, and where hidden data exposure is emerging.

AI and 3rd party control at source

Govern your AI and 3rd parties with confidence. Understand what external systems can access your solution, where that data comes from, what policies apply, and where hidden data exposure is emerging.

Complete visibility, zero interruption

Gain continuous visibility into data flows, lineage, and classification with verifiable evidence drawn directly from engineering systems, eliminating time consuming engineering interviews and manual evidence collection.

Complete visibility, zero interruption

Gain continuous visibility into data flows, lineage, and classification with verifiable evidence drawn directly from engineering systems, eliminating time consuming engineering interviews and manual evidence collection.

Complete visibility, zero interruption

Gain continuous visibility into data flows, lineage, and classification with verifiable evidence drawn directly from engineering systems, eliminating time consuming engineering interviews and manual evidence collection.

Evidence collection automated

Generate real-time, policy aware evidence mapped to frameworks such as SOC2, ISO27001, GDPR, the AI Act and more. Accelerate reviews and audits as a by product of stronger governance.

Evidence collection automated

Generate real-time, policy aware evidence mapped to frameworks such as SOC2, ISO27001, GDPR, the AI Act and more. Accelerate reviews and audits as a by product of stronger governance.

Evidence collection automated

Generate real-time, policy aware evidence mapped to frameworks such as SOC2, ISO27001, GDPR, the AI Act and more. Accelerate reviews and audits as a by product of stronger governance.

My link

https://whiteframe.agency/

Easy to Connect

Content Lead

My link

https://whiteframe.agency/

Easy to Connect

Content Lead

My link

https://whiteframe.agency/

Easy to Connect

Content Lead

Enabling the control plane 

Enabling the control plane 

Qala AI connects visibility, policy context, and enforcement into a unified control layer.

Discover and map sensitive data flows across services, APIs, and integrations so teams can verify real handling patterns as systems change.

Discover and map sensitive data flows across services, APIs, and integrations so teams can verify real handling patterns as systems change.

Discover and map sensitive data flows across services, APIs, and integrations so teams can verify real handling patterns as systems change.

Continuously monitor sensitive data and link it to the policies and frameworks that govern it, creating real time, reliable governance foundations.

Continuously monitor sensitive data and link it to the policies and frameworks that govern it, creating real time, reliable governance foundations.

Reconcile policy intent with code, system configurations, and runtime behavior to ensure controls are continuously evidenced and operating as intended.

Reconcile policy intent with code, system configurations, and runtime behavior to ensure controls are continuously evidenced and operating as intended.

How it works

Three steps from deployment to continuous governance

Connect systems & policies

Discover data, classify & monitor

Detect drift, respond & enforce

How it works

Three steps from deployment to continuous governance

Connect systems & policies

Connect systems & policies

Connect systems & policies

Discover data, classify & monitor

Discover data, classify & monitor

Discover data, classify & monitor

Detect drift, respond & enforce

Detect drift, respond & enforce

Detect drift, respond & enforce

Supporting global standards

Trusted by leaders

From startups to global corporates Qala bridges the accountability gap

Profile Image

Qala is addressing the disconnect between intent & operational reality

Profile Image
msqdx.com logo

Qala is providing continuous visibility and validation

profile image

Indigo Labs

“Qala is addressing an important structural challenge within modern cybersecurity and governance: understanding how sensitive data is actually handled across rapidly evolving systems. Their emphasis on operational visibility and continuous assurance feels like the future of enterprise governance.”

— Alfonso Ferrandez

CTO, Indigo Labs

Profile Image

"Qala is tackling one of the most important challenges emerging in modern security and governance: the growing disconnect between governance intent and operational reality. Their perspective on continuous visibility, runtime behaviour, and engineering-driven governance reflects where the industry is heading as systems become increasingly distributed and AI-driven."

— Benjamin Dulieu

CISO, Duck Creek Technologies

Profile Image
msqdx.com logo

Qala is providing continuous visibility and validation

profile image

Indigo Labs

Qala is addressing an important structural challenge in cybersecurity
Profile Image
Profile Image
msqdx.com logo
profile image

Indigo Labs

“Qala is addressing an important structural challenge within modern cybersecurity and governance: understanding how sensitive data is actually handled across rapidly evolving systems. Their emphasis on operational visibility and continuous assurance feels like the future of enterprise governance.”

— Alfonso Ferrandez

CTO, Indigo Labs

Shift compliance left. Govern at the speed of code.

Want to see it in action?

Shift compliance left. Govern at the speed of code.

Want to see it in action?

Shift compliance left. Govern at the speed of code.

Want to see it in action?