AI READINESS & ACCELERATION

AIR Index™ Assessement

A structured, scored assessment of data, team, process, and technology readiness — paired with a 12-month roadmap to AI implementation.

Each factor helps your busienss understand:

How defined and repeatable your processes are

2

How well it delivers measurable results

3

How connected your data and technology are

4

How ready you are to evolve and scale

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Roc360 logo with stylized R and 360° text.
FragranceNet.com logo with a vintage perfume atomizer icon and the tagline 'Trusted online since 1997.'
Elevate Aviation Group logo in white text.
Gensler company logo in white text on transparent background.
FrankCrum company logo with stylized hexagonal symbol.
PFL logo with a crown above the letters.
ServiceTitan company logo with a stylized lion's head to the left of the text.
First Stop Health company logo.
Quicken white logo
Generac brand logo in white text on transparent background.
APA poolplayers.com logo with hand holding a pool cue and ball.
What is the
AIR Index™

The AIR Index™ evaluates AI readiness across four pillars: Data Infrastructure, Team Capability, Process Maturity, and AI Toolchain & Stack. The findings inform your 12-month roadmap to bring process and team capacity in line with business goals.

Our Process

Four Dimensions of Assessment

Every AIR engagement evaluates an organization across four interconnected dimensions. Each is scored independently, then combined into a composite readiness score used to determine the recommended engagement tier.

Consulting

Expert guidance to evaluate software solutions, compare build vs. buy options, and optimize your development processes through strategic analysis and recommendations.

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Staff Augmentation

Dedicated full-time resources who integrate seamlessly into your existing team, working in your time zone and participating in all your Agile ceremonies and workflows.

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Scrum Teams

Self-organizing teams of developers, testers, and a product owner who deliver software in two-week sprints with regular demos and continuous stakeholder collaboration.

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Milestone-Based Projects

Fixed-price custom development with clearly defined scope, scheduled demos, and guaranteed pricing that includes UAT windows and post-release support.

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Service Contracts

Ongoing maintenance and support agreements available as fixed-price annual contracts or hourly arrangements with specific SLAs tailored to your post-launch needs.

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Implementation Partner

Trusted by SaaS vendors, offering structured, repeatable, high-volume implementations that quickly deliver customer value without burdening internal vendor teams.

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01 Data Infrastructure

We assess the quality, accessibility, and governance of your data — the fuel that powers everyAI system. This includes data pipelines, storage architecture, labeling readiness, andcompliance posture. Poor data infrastructure is the most common reason AI initiatives stallafter launch, regardless of model quality or engineering talent

Sample score: 72 / 100 Sustained · Partially governed
Assessment areas: Data quality, Pipeline maturity, Governance & compliance, Labelingreadiness, Regulatory alignment

02 Team Capability

We assess the quality, accessibility, and governance of your data — the fuel that powers everyAI system. This includes data pipelines, storage architecture, labeling readiness, andcompliance posture. Poor data infrastructure is the most common reason AI initiatives stallafter launch, regardless of model quality or engineering talent

Sample score: 72 / 100 Sustained · Partially governed
Assessment areas: Data quality, Pipeline maturity, Governance & compliance, Labelingreadiness, Regulatory alignment

03 Process Maturity

We map your existing workflows to identify where AI creates the most leverage — automatingmanual steps, accelerating decisions, or surfacing intelligence from unstructured data. Wealso assess your organization’s change management readiness. AI adoption fails most oftennot from technical shortcomings, but from organizational resistance and undefinedownership.

Sample score: 60 / 100 Constrained · Automation opportunities identified
Assessment areas: Workflow documentation, Automation candidates, Decision velocity,Approval process mapping, Change capacity

04 AI Toolchain & Stack Audit

Our certified cloud and AI consultants evaluate your current tech stack for AI-compatibility —cloud infrastructure, API integrations, model deployment readiness, observability, and securityposture. This dimension connects directly to the Stack Modernization & Vulnerability Assessment,the complementary Phase 1 engagement in The Factory Method™.

Sample score: 55 / 100 Constrained · Cloud-partial
Assessment areas: Cloud readiness, API & integration layer, Vector DB compatibility, Modeldeployment paths, Observability tooling, Security posture
By The Numbers

Scoring Tiers

Each of the four dimensions is scored from 0 to 100. A composite score is calculated and mapped to one of three engagement tiers. The tier determines First Factory’s recommendednext step thus ensuring you receive a path forward calibrated to where you actually are.

Tier
Recommended Path
Leveraged Score:
75–100
The organization has strong data infrastructure, capable teams, matureprocesses, and a compatible stack. Proceed directly to AIimplementation. First Factory recommends an AI Accelerationengagement: scoping the build, selecting the right model architecture,and deploying production-grade AI within a defined timeline.
Transitional Score:
40–74
Foundational elements are in place but gaps exist in one or moredimensions. A phased approach is recommended: address datagovernance or stack modernization first, then layer in AIimplementation. First Factory will deliver a sequenced roadmap thatbuilds toward AI without overextending current capacity
Emergent
Score: 0–39
The organization is in the early stages of AI readiness. Strategicplanning and foundational work are required before implementation.First Factory recommends a consulting engagement to establish thedata, process, and team foundations that make AI investments durablerather than experimental.

What You Receive

Every AIR engagement concludes with a structured set of deliverables designed for twoaudiences: the technical teams who will execute on recommendations, and the executivestakeholders who will fund them. All deliverables are produced by the same certifiedpractitioners who conducted the assessment.

Deliverable
Description
Scorecard
A scored summary across all four dimensions: Data Infrastructure,Team Capability, Process Maturity, and AI Toolchain, with acomposite readiness score and tier designation. Includesdimension-level benchmarks against industry norms for the client’ssector
Roadmap
Foundational elements are in place but gaps exist in one or moredimensions. A phased approach is recommended: address datagovernance or stack modernization first, then layer in AIimplementation. First Factory will deliver a sequenced roadmap thatbuilds toward AI without overextending current capacity
Risk Register
A structured inventory of identified risks across technical debt,security exposure, compliance gaps, and organizational readiness.Risks are classified by severity (Critical, High, Moderate) withrecommended remediation actions and ownership assignments.
Recommendations
A proposed engagement model and team composition based onthe AIR findings — specifying which roles First Factoryrecommends augmenting, the suggested delivery model (StaffAugmentation, Scrum Team, or Milestone Project), and a high-leveleffort and cost range for the recommended next phase.
Executive Readout
A board-ready summary of the organization’s AI readiness posture,the most critical risks, and the recommended investment priorities.Delivered as a live presentation with First Factory’s seniorleadership present. Designed to support budget conversations andstakeholder alignment.
Working Together

Engagement Overview

The AIR is structured as a four-week engagement, making it accessible as a low-commitmententry point while producing a comprehensive, high-value output. It is frequently the firstengagement in a longer Factory Method™ relationship.

  1. Week 1: Discovery
    Stakeholder interviews, documentation review, access provisioning, current-state mapping across allfour dimensions.
  1. Week 2: Assessment
    Technical deep-dive, automated scanning tools, manual review of architecture, data,processes, and team capabilities
  1. Week 3: Analysis
    Findings synthesis, severity classification, roadmap sequencing, deliverable drafting,internal review with First Factory senior leadership
  1. Week 4: Readout
    Executive presentation of full findings, technical deep-dive session withengineering leads, recommended next-phase proposal.
Consulting

Expert guidance to evaluate software solutions, compare build vs. buy options, and optimize your development processes through strategic analysis and recommendations.

Red circular gradient with a bright center fading to darker edges on a black background.
Staff Augmentation

Dedicated full-time resources who integrate seamlessly into your existing team, working in your time zone and participating in all your Agile ceremonies and workflows.

Red circular gradient with a bright center fading to darker edges on a black background.
Scrum Teams

Self-organizing teams of developers, testers, and a product owner who deliver software in two-week sprints with regular demos and continuous stakeholder collaboration.

Red circular gradient with a bright center fading to darker edges on a black background.
Milestone-Based Projects

Fixed-price custom development with clearly defined scope, scheduled demos, and guaranteed pricing that includes UAT windows and post-release support.

Red circular gradient with a bright center fading to darker edges on a black background.
Service Contracts

Ongoing maintenance and support agreements available as fixed-price annual contracts or hourly arrangements with specific SLAs tailored to your post-launch needs.

Red circular gradient with a bright center fading to darker edges on a black background.
Implementation Partner

Trusted by SaaS vendors, offering structured, repeatable, high-volume implementations that quickly deliver customer value without burdening internal vendor teams.

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who we are

Delivered by Certified Practitioners

Every AI Readiness Index™ engagement is led by First Factory consultants holding active AWS Partner credentials and AI platform certifications. Clients receive findings from practitioners who
can also execute on them, not generalist account managers who hand off to a delivery team they’ve never met.

First Factory is also SOC2 Type 2 certified, meaning we hold ourselves to the same securitystandards we assess in your environment. This matters when we’re reviewing your datagovernance posture, your secrets management practices, or your API security configuration.You can trust that we approach those areas with the same rigor we apply to our ownoperations.

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