When a claim meets scrutiny
A litigator’s standard of proof.
Every material position needs a record behind it. My litigation practice informs how I draft policies, regulatory submissions and investor-facing documents.
Barrister & Solicitor · AI Governance & Technology Law · Calgary | Dubai
The lawyerin the buildroom.
Ruchi Bindra advises on AI governance, privacy, health data and technology transactions from Calgary and Dubai. Her work connects legal duties to product design, governance records and commercial decisions. She is called to the Alberta Bar and coordinates locally licensed counsel where advice on other jurisdictions is required.
A different perspective
RUCHI BINDRA
Barrister & Solicitor
Barrister & Solicitor
Calgary · Dubai · AIGP · CIPP/E · CIPP/C · CIPP/US · CIPM
5IAPP credentials
3legal cultures
20+enterprise policies for an AI platform
2bases · Calgary & Dubai
01 / A working conviction
Governance is not the brake. It is the steering.
The law needs a seat at the design table. I work alongside the people building technology, translating obligations into controls, records and decisions they can stand behind.
02 / Areas of practice
Where law meets
what comes next.
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AI governance
Accountability designed into the AI lifecycle.
Privacy & data protection
Privacy obligations translated into operational controls.
Health data & life sciences
Governance for the most sensitive information.
Digital & virtual assets
Regulatory pathways, rights and the substance behind a token.
Data sovereignty & infrastructure
Data location, legal reach and demonstrable control.
Cross-border technology transactions
Structure, licence and transact across legal systems.
Regulatory advocacy & disputes
A position supported by a record that withstands scrutiny.
Investor readiness & financing
Financing documents and diligence-ready records.
IP, patents & copyright
Protect the invention, the work and the rights behind the business.
Company structuring, trusts & foundations
Structure ownership, control and governance around a clear purpose.
VARA & FSRA licensing
Map the activity, prepare the application and build the controls.
03 / The working difference
Finished instruments.
Not just opinions.
Policy suites. Governance frameworks. Financing documents. Submissions. Work that stays useful after the meeting.
When the policy meets the product
Real technical literacy.
I read architecture diagrams with the attention I give contracts. The questions concern data flows, access, retention and the decisions a system makes possible.
When the venture crosses borders
Fluency across jurisdictions.
India, Alberta and the UAE/GCC have shaped my practice. I test the legal assumptions in each market and coordinate locally licensed counsel where required.
04 / The enterprise trust stack
Trust has
an architecture.
A policy is the beginning of a commitment. Architecture implements it. Evidence makes it checkable. Accountability gives it an owner.
Explore my approach01
Policy
State the commitments and the obligations behind them.
02
Architecture
Build those commitments into systems and decisions.
03
Evidence
Keep records that show how the controls operate.
04
Accountability
Name the people responsible for the system and its review.
05 / How I work
The right proximity.
The right engagement.
Counsel who stays.
Embedded Counsel
An ongoing relationship close to leadership, product and engineering. I help carry governance through the decisions and changes of an operating venture.
Discuss this engagementFrom obligation to operation.
Governance Architecture Projects
Defined work on policy suites, governed architecture, AI and privacy programmes, transaction structures and financing documents.
Discuss this engagementA record you can explain.
Board & Investor Readiness
Diligence-ready records, defensible investor statements and practical board briefings on AI oversight, responsibilities and evidence.
Discuss this engagement06 / Industries & jurisdictions
Sensitive data.
Consequential decisions.
Precision health & genomicsHealthcare, clinics & pharmacySovereign data & cloudEnterprise AILegal technologySports & performance healthWealth & family officeReal estate & tokenised assetsStartups in Canada & the GCC
Canada · Calgary base
Calgary
5th Avenue SW, Calgary, Alberta, Canada · Area/street reference; exact office not supplied.
UAE · Dubai base
Dubai
Business Bay, Dubai, UAE · Area/street reference; exact office not supplied.
USA · Cross-border support
San Francisco
San Francisco, California, USA · Service-area reference; not an office.
Maps show Business Bay, Dubai and 5th Avenue SW, Calgary as supplied area/street locations. San Francisco is a US service-area reference. Google Maps loads as you approach this section and has its own privacy practices.
07 / Selected mandates
The work behind
the proposition.
Enterprise AI
Governance built into an AI platform
Designed and delivered 20+ enterprise policies and a governed-architecture framework mapped to a four-layer technical design. The work connected legal obligations to the way the platform was built and governed.
Selected mandatesTechnology
An India–Canada–UAE technology venture
Structured a cross-border technology joint venture, including joint venture and technology licensing agreements and consideration of company-law, tax-treaty and transfer-pricing issues.
Selected mandatesData infrastructure
The legal foundation for sovereign infrastructure
Prepared financing instruments and investor documentation for a sovereign data infrastructure venture, alongside governance content and regulatory positioning of data residency offerings.
Selected mandatesA point of view
“If you cannot explain the data flow, you do not control it.”
“Trust is an architecture decision.”
“The best time to ask the hard question is before the code ships.”RUCHI BINDRA
08 / Governance in Practice
Thinking from
inside the build.
Governance in Practice · AI Governance
Compliance by Design: building governance into the product
A practical sequence for translating legal duties into product controls, accountable decisions and evidence. Explore compliance by design.
Read the noteGovernance in Practice · AI Governance
What the EU AI Act means for companies outside Europe
European AI rules can reach beyond Europe. Start with the system, its use and your role, then build an evidence-led readiness plan.
Read the noteGovernance in Practice · Health Data
Health data and genomics: consent at the frontier
Consent needs a working system behind it. Explore purpose, permissions, health information flows and the governance of genomic data.
Read the note
Let’s start a conversation
Bring the hard question early.
Tell me what you are building, where it will operate, and the decision in front of you. Please leave sensitive details for an agreed channel.
What questions commonly arise?
What does this page explain?
Ruchi Bindra advises on AI governance, privacy, health data and technology transactions from Calgary and Dubai.
How do I discuss a related matter?
Email ruchi@ruchibindra.com with a brief outline. Availability, conflicts, jurisdictional scope and engagement terms must be confirmed before work begins.