Too Many AI Pilots. Too Little Impact.

Most enterprises know they need to inject AI into their application landscape, but the path from ambition to execution is opaque. Application portfolios accumulated over decades contain a mix of monoliths, mid-life SaaS, hand-built integrations, and emerging cloud-native services. Some are perfect candidates for Read More...

The AIRA Roadmap

AIRA is a structured assessment and modernization framework that brings analytical rigor to AI portfolio strategy. It evaluates each application across six readiness dimensions, including data, architecture, integration, security, observability, and business Read More...

How AIRA Works

AIRA is delivered as a structured engagement combining proprietary assessment tooling, AI-assisted portfolio scanning, and senior architect-led synthesis.

Step 1

Step 2

Step 3

Step 4

Step 5

Step 1

Portfolio Scan

Automated discovery and metadata extraction across your application estate, including dependencies, data flows, and integration footprint.

Step 2

Six-Dimension Scoring

Each application is scored across data, architecture, integration, security, observability, and business value readiness. 

Step 3

AI Opportunity Mapping

AI use cases are tagged to applications based on data fit, technical feasibility, and business impact.

Step 4

Modernization Heat Map

A visual portfolio view of AI-enabled, reshape, replace, and sunset recommendations.

Step 5

Execution Roadmap

A sequenced 6 to 24-month roadmap with effort, dependency, and ROI estimates for each initiative.

Six Dimensions. One Picture.

Automated Portfolio Discovery

Codebase, integration, and cloud-resource scanning build an accurate inventory of your application estate without weeks of manual interviews.

Six-Dimension Readiness Scoring

Quantitative scoring across data, architecture, integration, security, observability, and business value. Defensible, repeatable, and comparable across every application in the portfolio.

AI Use-Case Library

A curated library of AI use cases mapped by industry, function, and application type, accelerating opportunity identification across the portfolio.

Architecture and Pattern Review

Senior architects review candidate applications against AI-ready reference patterns covering data pipelines, vector readiness, API maturity, and event integration.

Modernization Heat Map and Roadmap

Executive-ready visualizations of portfolio readiness paired with a sequenced, costed delivery roadmap.

Delivery and Run Hand-Off

Direct hand-off into Delivery 2.0 for build and AMS.AI for ongoing support. The assessment translates directly into delivery runway.

From Paralysis to Runway

Clarity on AI investment priorities

An evidence-based view of where AI will deliver the highest impact across your portfolio

Faster time to first AI win

AIRA’s accelerators compress assessment-to-pilot timelines from quarters to weeks

Reduced wasted AI spend

Avoid pilots in applications structurally unable to scale; focus investment where readiness exists.

Aligned engineering and business stakeholders

A shared, quantitative view that ends abstract AI strategy debates

Defensible board-level reporting

Quantitative readiness scoring and roadmap progress provide credible governance metrics

Foundation for AI-native operations

AIRA sets the architectural baseline that all subsequent AI investments build on

Built on Real Portfolios

AIRA is delivered by Bandhan Technologies' senior team with deep expertise in enterprise architecture, application modernization, and AI-native design. The framework is grounded in real-world engagements across BFSI, healthcare, retail, and media. Read More...

Where AIRA is Applied

Enterprise AI Strategy Reset

Refresh or build an enterprise AI strategy grounded in actual portfolio readiness, not aspirational slideware.

Cloud Modernization Planning

Combine AI readiness assessment with cloud migration planning to avoid migrating tomorrow's legacy onto modern infrastructure.

Vertical-Specific AI Roadmaps

Build BFSI, healthcare, retail, or media-specific AI roadmaps using industry use-case libraries.

Regulatory and Risk-Adjusted AI Planning

Layer AI readiness with regulatory, data residency, and risk considerations for organizations operating in governed industries.

What Sets AIRA Apart

Book an AIRA assessment scoping call with a Bandhan AI architect. We will review your application landscape, AI ambitions, and constraints, and define a fixed-scope engagement that delivers a board-ready AI readiness roadmap in weeks, not quarters.

Replace AI Ambition With an Evidence-Based Roadmap