jackfruit.ai

The Standard

The Jackfruit
Readiness Framework

We standardize agentic readiness with a comprehensive set of infrastructure requirements — so your enterprise architecture is future-proof for the age of AI agents.

Defining Agent Readiness

Six pillars.
One living system.

Agent readiness is the measurable capacity of enterprise infrastructure to support autonomous AI workloadsfrom API contracts and identity to governance and external discoverability. Six interconnected pillars, 18 dimensions, 211 checks.

Jackfruit Framework

18 dimensions · 211 checks · 6 pillars

Infrastructure

4D · 63C

Data

2D · 27C

Operations

3D · 38C

Security

2D · 20C

Governance

3D · 32C

Discoverability

4D · 31C

The Agentic Readiness Standard

Explore all 18 dimensions and 211 checks that define enterprise readiness for autonomous AI agents. Select any dimension to see its checks, assessment criteria, and how each capability is evaluated.

Infrastructure4D

Evaluates how well your APIs and interfaces are structured for autonomous agent consumption. Covers specification coverage, idempotency, error semantics, rate limiting, versioning, protocol support, pagination, input validation, and throughput readiness.

Data2D
Operations3D
Security2D
Governance3D
Discoverability4D

Assessment Depth

ARF assessments come in four tiers. Each tier unlocks deeper analysis by accessing more data sources.

T1

T1 — Public Scan

Automated analysis of public web properties, APIs, documentation, and external digital presence. Available for all organizations.

~40% of checks

T2

T2 — Code Scan

Repository-level scanning via GitHub integration. Reveals internal architecture, security practices, CI/CD maturity, and code-level patterns.

~70% of checks

T3

T3 — Cloud Scan

Cloud infrastructure scanning via connected AWS/GCP/Azure accounts. Reveals runtime configuration, IAM policies, and cloud-native practices.

~85% of checks

T4

T4 — Enterprise Scan

On-site assessment, manual review, and enterprise integration. Full coverage including governance and collaboration.

100% of checks

T1Public Scan84scans

Probing public APIs_

Covers

APIsDNSCertificatesSecurity HeadersDocsDigital Presence
T2Code Scan+73checks

Analyzing CI/CD configs_

Unlocks

RuntimeSupply ChainKnowledge MgmtThreat Defense
T3Cloud Scan+28checks

Reading cloud logs_

Unlocks

Cloud InfraIAMNetworkingDevOpsIntegration
T4Enterprise+23checks

Inspecting architecture_

Unlocks

GRCAgent EconomicsHuman-Agent CollaborationArchitecture Review

Maturity Scale

Every check across all 18 dimensions is scored on a 4-level maturity scale. Each level represents a distinct stage of infrastructure readiness for autonomous agent workloads.

Organizations progress from L0 (no capability) to L3 (fully adaptive) — the overall score reflects how prepared your infrastructure is for the agentic era.

L0Unready

No capability in this area. No support for autonomous agent workloads.

Key Indicators

No agent support
Manual-only processes
No machine-readable interfaces
Zero non-human identities
L1Aware

Minimal, ad-hoc, or partial implementation. Basic foundations in place but significant gaps remain.

Key Indicators

Ad-hoc agent access
Basic API docs exist
Manual credential management
Some structured logging
L2Capable

Systematic, documented, and enforced. Solid infrastructure with most agent requirements met.

Key Indicators

Documented agent policies
Automated testing gates
Identity lifecycle managed
Real-time monitoring active
L3Native

Adaptive, automated, and continuously improving. Fully prepared for autonomous agent workloads.

Key Indicators

Self-healing infrastructure
Continuous compliance
Predictive anomaly detection
Full agent autonomy support
L0L1L2L3

Why Agentic Readiness Matters

95% of enterprise infrastructure was built for human operators, not autonomous agents. The gap is existential.

Agents don’t retry politely. They fail catastrophically on undocumented APIs, missing permissions, and brittle state management.

The companies that prepare their infrastructure now will dominate the agentic economy. The rest will be left behind.

Self-assessment is unreliable. Only automated, evidence-based evaluation reveals true readiness.

0

Pillars

Foundation, Intelligence, Operations, Security, Governance, External

0

Dimensions

Grouped across 6 pillars — Foundation, Intelligence, Operations, Security, Governance, External

0

Checks

Granular, automated assessments with evidence

Get Your Assessment

See how your infrastructure scores across all 18 dimensions. Comprehensive. Actionable. Confidential.

Request a ReviewSee How the Industry Performs →

Missing Something?

Let us know if theres a dimension, check, or area we should cover.

Jackfruit AIFramework Explorer

Beta — AI analysis is advisory, not a guarantee.

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