What does Prima Partners do?

Prima Partners is the advisory practice of Prasanna Walimbe. It operates in three modes: AI & IT strategy advisory for CXOs, corporate AI enablement and delivery, and angel investment plus mentoring for early-stage founders in fintech, supply chain and applied AI.

Who is Prasanna Walimbe?

Prasanna Walimbe is a deep-tech operator with 20+ years of experience across AI evaluation and safety, AI/ML architecture, and financial research. He is an alumnus of IIT Kharagpur and IIM Calcutta and a Certified Independent Director advising boards on cross-border AI investments, operations and compliance.

Which sectors does Prima Partners focus on?

Fintech and BFSI, supply chain, manufacturing, and applied AI across enterprise use cases. Assurance work is mapped to the EU AI Act, ISO 42001 and the NIST AI Risk Management Framework.

How do I engage Prima Partners?

Email info@prima-partners.com to start a conversation. Engagements run globally on a remote-first basis from Dubai.

What is AI governance consulting and what frameworks do you use?

AI governance consulting maps an organisation's AI systems, decisions and controls to a recognised risk framework — typically the EU AI Act, ISO 42001 and the NIST AI Risk Management Framework — and closes the gaps. Prima Partners runs checklist-based evaluations, model-risk reviews and board-level assurance for financial services, supply chain and applied-AI use cases.

Do you serve boards as an Independent Director?

Yes. Prasanna Walimbe is a Certified Independent Director and advises boards on AI strategy, cross-border investment and operations, and compliance obligations across jurisdictions — with a specialisation in fintech, supply chain and applied AI.

Do you offer corporate AI training and enablement?

Yes. Corporate AI enablement includes executive workshops, leadership AI literacy, hands-on programmes for delivery teams, and practical playbooks — AI realism vs hype, ML deployment, GTM for AI products, and the founder's mindset inside corporates.

Do you mentor or invest in startups?

Prima Partners writes angel and pre-Series A cheques and provides hands-on mentoring. Current positions span defence technology, artisan-led premium design and manufacturing, AI-powered franchisee onboarding for D2C brands, and memory-module hardware and software, alongside fintech, supply chain and applied AI. Support covers technical architecture, GTM, commercial modelling and board readiness.

Which AI model should an enterprise standardise on?

The Stanford 2026 AI Index shows the performance gap between top models has collapsed, so standardising is now a switching-cost and security decision rather than a capability one. Reframe long-running evaluations around integration risk, data-egress controls and exit paths instead of another round of benchmarks.

Should companies slow junior hiring because of AI?

The Index's data on entry-level task exposure argues for redesigning the junior role, not deleting it. Cutting the pipeline solves an immediate headcount problem but removes the bench that becomes your senior engineers and managers by 2028.

Where do AI agents actually belong on the enterprise roadmap?

The Index's agent-benchmark results locate a narrow band of workflows where agentic systems clear the reliability bar today — mostly bounded, tool-using tasks with human review. Broader deployments across open-ended enterprise workflows are a 2027 conversation and should be scoped as such.

Can enterprises trust reported AI productivity gains?

The Index places self-reported productivity uplift directly beside realised-output figures and the two diverge sharply. Boards should measure cycle time, defect rate and unit economics on specific workflows rather than treat satisfaction survey scores as evidence of P&L impact.

Who should sign off on enterprise AI governance?

The Index's transparency scores show foundation-model vendors are disclosing less each year, so control cannot be inherited from the vendor stack. Governance sign-off belongs with an internal owner running a checklist mapped to the EU AI Act, ISO 42001 and the NIST AI Risk Management Framework.

Your AI Agent Has No Badge

2026-09-18 · AI Evaluation & Safety · 11 min read

"The platform team owns the deployment" is not an answer. It is a shrug with a job title attached.

The analysis

The essay opens with a common scene: twelve agents across finance and operations, and no answer to who is accountable for agent number seven. That, rather than capability or budget, is the prevailing condition of enterprise agentic AI. It proposes four questions simple enough to ask in a corridor: who is it, what does it know, what can it reach, and who is watching right now — Badge, Brief, Barrier, Board.

Badge means verified rather than declared identity, access that expires by default, and a line back to an accountable person that survives agent-to-agent handoffs, with delegated authority always narrower than the authority held. Machine credentials already outnumber people and are routinely orphaned or over-permissioned. Accountability holds regardless of autonomy; the board answers for the machine.

Brief is the business context — definitions, entity relationships, why past decisions went the way they did. The rules that matter most are enacted, not documented. The goal is to read records as evidence of how the business decides, make inferred rules explicit with provenance and confidence, and have a named person confirm them. Inferred rules start as visible, non-blocking advice and become hard constraints only on confirmation; otherwise an informal habit becomes an auditable liability.

Barrier separates what an agent intends from what happens: the agent proposes, something independent decides. A real barrier is independent of the reasoning model, sits on the only route to live systems with no side door of credentials, and fails closed. Board is live oversight scaled to the stakes. Together the four turn a governance slide into an operating control — and they map directly onto the diagnostics boards should commission before granting agents production authority.

Full essay on Substack: Your AI Agent Has No Badge.

More on AI Evaluation & Safety

Discuss this with Prasanna: info@prima-partners.com · book a 30-minute call.