Our Opinion

What we think, from the work we actually do.

Perspectives from our practices and our research center — written from engagements, not from press releases — and tagged to the industries they concern.

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Featured opinionFinancial ServicesTechnology, Media & TelecomEnergyHealth

Detection rules decay like software — treat them that way

SOCs measure alert volume and response time while their detection logic silently rots. Rule health — coverage, breakage, drift — is the metric that decides whether you see the intrusion at all.

Cybersecurity Practice · July 8, 2026 · 3 min read

Health

Clinical AI after the scribe: governance for the ambient era

AI documentation has crossed from pilot to standard of work in many health systems. The governance question is no longer whether to allow it, but how to supervise a colleague that never went to medical school.

CAID Research

June 24, 2026 · 2 min read

Financial Services

Operational resilience is now something you must prove, not declare

A year into Europe's DORA regime — and with resilience rules tightening from Ottawa to Abuja — the institutions coping best treat resilience testing as an engineering discipline, not a compliance filing.

Cybersecurity Practice

June 15, 2026 · 3 min read

Technology, Media & TelecomFinancial Services

Telecom's quiet crisis: the APIs behind SIM swap and signaling fraud

Subscriber identity has become the master key to everything else — banking, email, government ID. Operators are now the perimeter for industries they never agreed to defend.

Cybersecurity Practice

June 2, 2026 · 2 min read

Agriculture

Yield prediction farmers actually use: lessons from running our own farm

Most agricultural AI dies between the model and the field. Operating Gryn — our own rice, oil, and livestock operation — taught our research center what survives contact with a real growing season.

CAID Research

May 27, 2026 · 3 min read

Financial ServicesTechnology, Media & Telecom

Agentic AI in financial operations: build the control framework before the autonomy

Banks are piloting AI agents that act, not just answer. The institutions that will scale them safely are designing supervision, limits, and audit into the system now — the way they already do for human traders.

CAID Research

May 20, 2026 · 3 min read

Technology, Media & TelecomFinancial Services

Small models, big estates: the case for encoder-only transformers in production

Frontier models get the headlines, but much of enterprise AI is classification at scale — and there, modern encoders like ModernBERT deliver better economics, latency, and control than a general-purpose giant.

CAID Research

May 6, 2026 · 2 min read

EnergyTransport

The air gap is a memory: securing operational technology in the connected plant

Energy operators digitized their industrial estates for efficiency and inherited an attack surface their security programs were never scoped for. The fix starts with visibility, not firewalls.

Cybersecurity Practice

April 22, 2026 · 2 min read

Financial Services

Core modernization without the big bang

The graveyard of banking IT is full of three-year replatforming programs. The institutions modernizing successfully are doing it around the edges of the core — deliberately, and in production the whole time.

Software & Design Practice

April 8, 2026 · 2 min read

Health

Ransomware in care delivery is a patient-safety event, not an IT incident

When systems go down in a hospital, clinical risk starts accumulating in minutes. Health organizations that plan for degraded operations — not just data recovery — protect what actually matters.

Cybersecurity Practice

March 25, 2026 · 2 min read

Technology, Media & Telecom

Platform engineering after the DevOps plateau

'You build it, you run it' scaled culture but not cognition. The internal platform is how large engineering organizations get their focus back — if they build it like a product, not a mandate.

Software & Design Practice

March 11, 2026 · 2 min read

TransportAgriculture

Building logistics platforms for the world as it is: late, partial, and out of order

Goods movement generates the messiest event streams in software — duplicated scans, missing handoffs, corrections that arrive days later. Platforms that model this honestly beat platforms that pretend.

Software & Design Practice

March 4, 2026 · 2 min read

Energy

Forecasting the distributed grid: machine learning where the meter runs both ways

Rooftop solar, batteries, and electrified demand have broken the load curves utilities planned around for a century. Forecasting is now a core grid asset — and a data engineering problem before it is a modeling one.

CAID Research

February 18, 2026 · 2 min read

AgricultureTransport

Traceability is becoming the price of admission to premium food markets

Import regulations and buyer requirements are turning farm-to-shipment provenance from a marketing story into a data requirement. For African agribusiness, the software gap is the opportunity.

Software & Design Practice

February 4, 2026 · 2 min read

TransportEnergy

Your fleet is a rolling network: telematics as attack surface

Transport operators wired their vehicles for efficiency and created remote-control risk nobody owns. The security work is unglamorous — inventory, segmentation, monitoring — and overdue.

Cybersecurity Practice

January 28, 2026 · 3 min read

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