Case Studies

Real problems. Production deployments.
Measurable outcomes.

95% Theme match accuracy Medical Affairs · Life Sciences
12wk → 3d Analysis turnaround Insight360° · Life Sciences
PCI L1 Certified architecture Payments Platform · Financial Services
8+ POCs running Fan Economy · Sports and Media

Every case sharpened our thinking. Every delivery refined our approach. What we bring to your problem is pattern recognition built from production — not theory, not pilots that never shipped.

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Life Sciences 2 cases
Financial Services 1 case
Sports and Media 1 case
Featured case study

The work that set the benchmark.

Life Sciences Medical Affairs Featured

Medical insights, near real-time.

A global pharma client recorded conversations and interactions with HCPs across major events, in-person interactions, and social media. Traditional analysis took a week for 10,000 records, relied on a semi-automated process, and produced overly abstract or non-actionable themes.

Avira reframed the problem as a multi-stage agentic flow: directional themes derived from conversation context, broad-category themes mapped from a curated taxonomy, and full lineage from each conversation back to the insight. The 95% theme match against manually curated data unlocked real-time analytics and a closed feedback loop.

95% Match to manually curated themes
90% Of insights fully automated
Real-time Replacing weekly cycle
Medical research and analysis
95% Theme match accuracy
All outcomes

More from the field.

Production deployments across three verticals. Each started as a single client problem and became a recipe other clients now run.

Insight360
12wk
→3d
12wk → 3d Analysis turnaround
Life Sciences · Insight360°
From quarterly market scans to continuous decision intelligence
The problem

A life sciences client ran quarterly market intelligence scans that took twelve weeks end to end. Signal extraction was manual, coverage was incomplete and by the time insights reached decision makers the landscape had already shifted.

The outcome

An agentic listening system that extracts Key Opinion Leader and Healthcare Professional from social platforms, congresses and publications continuously. Sentiment classification, theme detection and network mapping now run where humans ran quarterly. What took twelve weeks takes about three days.

12wk→3dAnalysis turnaround
2 personTeam, end to end
90 dayPilots prove value
Payments platform
PCI
L1
PCI L1 Certified
Financial Services · Payments
A closed-loop card network, multi-cloud
The problem

High-risk and underserved merchants were being turned away by traditional payment processors. The client needed a compliant, scalable platform that could handle real-time clearing and settlement across multiple cloud environments.

The outcome

An AI-powered payment processing platform with real-time clearing and settlement, multi-cloud switch architecture and PCI Level 1 certification. Live and expanding to additional banking partners.

PCI L1Certified architecture
Multi-cloudSwitching infra
LiveExpanding to banks
Fan economy
8+
POCs
8+ POCs Running live
Sports and Media · Emerging
Decoding the fan economy in real time
The problem

Leagues, sponsors and digital leaders were making brand and sponsorship decisions based on post-event analysis that arrived weeks too late. Fan sentiment, athlete brand health and sponsorship ROI were unmeasured in real time.

The outcome

A Gen-AI intelligence solution delivering live fan sentiment, athlete brand monitoring and sponsorship ROI quantification through four decision lenses — sentiment, content, brand and engagement. Eight POCs running across leagues and rights holders.

8+POCs running
4 lensDecision views
Livevs. post-event
Medical affairs platform
3
modules
3 modules SOC 2 certified
Life Sciences · M360 Suite
End-to-end medical affairs platform
The problem

A major life sciences company's medical affairs operations ran across disconnected systems — field data, CRM and evidence platforms that couldn't talk to each other. Compliance readiness was manual and audit cycles were expensive.

The outcome

A modular SaaS platform built on Salesforce with a centralized data warehouse harmonizing field, CRM and evidence systems. Three modules — Evidence, SciComm and Insight. SOC 2, HIPAA, GDPR and ISO certified. Biannual major release cycle established.

3 modulesEvidence · SciComm · Insight
SOC 2HIPAA · GDPR · ISO
BiannualMajor release cycle
Built from experience
Built from experience. Refined through delivery. Our recipes turn proven expertise into accelerators for faster outcomes.
From the work itself

What we learned.

Three observations drawn from trade-offs we have actually made on real client engagements. Not from a thought leadership deck.

Team working on laptops
From real engagements
WHAT WE LEARNED · 01
Models aren't the problem.

Claude and Codex environments are speeding up agent building by 10×, but the engineering work that turns a clever prompt into a stable production agent is still real. Maturity takes multiple iterations.

WHAT WE LEARNED · 02
Hyperscalers are part of the answer. Not all of it.

A delivery platform still matters for speed, control and repeatability — but the right model evolves with the LLM landscape without forcing customers to rebuild from scratch.

WHAT WE LEARNED · 03
Governance is the proof, not the obstacle.

Guardrails, data readiness and runtime controls are essential for enterprise trust. They are not a bolt-on — they have to be part of the agent development lifecycle from day one.

Start your own outcome

What does good look like for you?

Tell us what you are trying to achieve. We will come back with a scoped POV proposal — and a clear view of what success looks like.

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