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The Agile + AI Glossary

Canonical definitions for the terms used across Agile Visa courses, the AI-Agile Operating Model, and ICAgile certifications. Curated by Prashant Shinde, founder of Agile Visa. Updated regularly.

A

Agentic AI
AI systems that act with goals, plan steps, call tools, and revise their approach mid-task. This is distinct from one-shot chat. Underpins automation of Agile rituals like backlog refinement, sprint planning, and risk surfacing.
Agile
A mindset and set of values (per the Agile Manifesto, 2001) optimized for delivering value in uncertainty: small batches, frequent feedback, self-organizing teams, working software over comprehensive documentation.
AI-Agile Operating Model
Agile Visa's proprietary 4-zone framework integrating Agentic AI into Agile delivery. See the full framework.
Anti-pattern
A recurring problem-solving approach that looks productive but causes deeper harm, e.g. "story-pointing in hours," "PO-as-backlog-secretary," "burndown as performance metric."

B

Backlog refinement
Ongoing activity of clarifying, sizing, splitting, and ordering items in the product backlog so the next 1-3 sprints' worth of work is ready. AI now does roughly half of this mechanically.
Business Agility
An enterprise's ability to sense market shifts, redirect resources, and reshape its operating model in days/weeks rather than budget cycles. The subject of ICP-BAF.

C

Capability bootcamp
An intensive cohort-based training programme that builds a specific enterprise capability (e.g. AI-augmented product discovery) in 3-12 weeks rather than years.
Coaching stance
The internal posture (curious, non-judgemental, partnering) a coach takes, distinct from teaching, mentoring, consulting, or facilitating. Core to ICP-ACC.
Cycle time
The elapsed time from when work on an item begins to when it is delivered. A primary flow metric for Lean Portfolio Management and Predictive Telemetry.

D

Discovery (product)
The structured process of figuring out what to build before building it. AI compresses traditional discovery cycles from quarters to weeks. See AI for Product Discovery.

E

Enterprise Agile Coaching
Coaching at the organization-system level rather than the team level, addressing structures, policies, incentives, and leadership behaviour. ICP-ENT is the canonical credential.

F

Facilitation
The neutral practice of helping a group make progress on its own work, distinct from leading, teaching, or solving. ICP-ATF is the foundational credential.
Flow architect
The role a Scrum Master grows into when leveraging Predictive Telemetry. The focus shifts to systemic flow rather than ceremonies. See The Predictive Scrum Master.

I

ICAgile
The International Consortium for Agile, an independent accreditation body that defines learning outcomes for Agile certifications. Agile Visa is an ICAgile Member Organization.
ICP
ICAgile Certified Professional, the foundational Agile credential. See course details.
ICP-ACC
ICAgile Certified Professional in Agile Coaching, the flagship coaching credential. See course details.

L

Lean Portfolio Management
Applying Lean and Agile principles to enterprise investment decisions: quarterly funding cycles, portfolio kanban, value-stream-aligned governance. ICP-LPM is the credential.

M

Marketing Agility
Applying Agile principles to marketing teams: weekly experiment cadence, data-driven campaigns, cross-functional collaboration with product. ICP-MKG is the credential.

O

Operating model
The structural answer to "how does work get done in this org", covering teams, governance, funding, decision rights, and tooling. AI is reshaping every operating model in 2025-2026.

P

Predictive telemetry
Zone 4 of the AI-Agile Operating Model, using AI to observe team digital exhaust (commits, PRs, CI logs) to surface flow risk before sprint failure. See deep-dive.
Product Owner (Agile)
The role accountable for maximising value delivered by a Scrum team, owning the backlog, framing outcomes, and aligning stakeholders. ICP-APO is the credential.
Product Discovery
Structured pre-build investigation: who has the problem, how badly, and what shape of solution actually works. AI accelerates synthesis 5-10x.

R

Retrospective
The end-of-sprint Scrum ceremony where the team inspects its process and commits to one or two improvements. Predictive telemetry shifts retros from blame to systemic learning.

S

SAFe
Scaled Agile Framework, a structured way to apply Agile at enterprise scale via Program Increments, ARTs, and portfolio governance. Often used alongside ICAgile certifications.
Scrum
The most adopted Agile framework: time-boxed sprints, three accountabilities (PO, SM, Developers), five events. ICP is the broader literacy; CSM/PSM are framework-specific credentials.
Scrum Master
The Scrum accountability for the team's effectiveness, covering coaching, removing impediments, and protecting focus. Evolving into a Flow Architect with AI tooling.
Systems coaching
Coaching at the level of structures, policies, and inter-team dynamics rather than individual or team. ICP-SYS is the credential.

T

Telemetry (in Agile)
The set of signals AI agents extract from development activity (commit frequency, PR latency, CI/CD events) to diagnose flow health. Distinct from monitoring or surveillance.
Transformation (Agile)
A multi-year effort to shift an org's operating model, culture, and ways of working toward Agile. Most stall at pilot. ICP-CAT and ICP-ENT address this.

V

Value stream
The end-to-end sequence of activities that delivers value to a customer. Cross-functional teams aligned to value streams replace siloed functional structures.

Z

Zone 1-4 (AI-Agile Operating Model)
The four zones of Agile Visa's AI-Agile Operating Model: Adaptive Strategy (1), Augmented Product (2), AI-Augmented Delivery (3), Predictive Telemetry (4). See framework.