Platform for Reliability, Improvement, and Strategic Maturity
PRISM is an Operational Product Management platform for COO-level organizational health monitoring. It provides a unified framework for B2B SaaS health metrics that combines SLOs, maturity modeling, and OKRs into a single coherent system. PRISM enables organizations to understand current health and drive improvement projects across operations, security, quality, product, and AI domains.
PRISM organizes metrics using a multi-dimensional model that clarifies ownership, accountability, and measurement across your organization.
┌─────────────────────────────────────────────────────────────────────────────┐
│ VALUE STREAM LAYERS │
│ (Where in the value stream?) │
│ │
│ Requirements → Code → Infra → Runtime → Adoption → Support │
│ │
└─────────────────────────────────────────────────────────────────────────────┘
│
┌─────────────────────────────┼─────────────────────────────┐
│ │ │
▼ ▼ ▼
┌───────────┐ ┌───────────┐ ┌───────────┐
│ OPERATIONS│ │ SECURITY │ │ QUALITY │
│ Domain │ │ Domain │ │ Domain │
└───────────┘ └───────────┘ └───────────┘
│ │ │
└─────────────────────────────┼─────────────────────────────┘
│
┌─────────────────────────────────────────────────────────────────────────────┐
│ LIFECYCLE STAGES │
│ (When in delivery cycle?) │
│ │
│ Design → Build → Test → Runtime → Response │
│ │
└─────────────────────────────────────────────────────────────────────────────┘
Domains represent functional areas with their own standards and overlay teams:
| Domain | Description | Overlay Team |
|---|---|---|
operations |
Reliability, performance, efficiency | SRE/Platform |
security |
AppSec, CloudSec, compliance | Security |
quality |
Testing, code quality, defects | QE |
Layers represent the full value stream from ideation to support:
| Layer | Description | Typical Owner |
|---|---|---|
requirements |
Product ideation, specs, design | Product/Design |
code |
Application code, libraries, dependencies | Stream-aligned teams |
infra |
Cloud resources, networking, platform | Platform team |
runtime |
Running services, production workloads | Stream-aligned + SRE |
adoption |
Product analytics, user engagement | Product/Growth |
support |
Customer support, incident management | Support/CS |
PRISM supports Team Topologies patterns for clear accountability:
| Type | Role | Example |
|---|---|---|
stream_aligned |
Build and run services end-to-end | Payments Team |
platform |
Provide infrastructure as a product | Platform Engineering |
enabling |
Help teams adopt new practices | Developer Experience |
overlay |
Define standards across organization | Security Team, QE Team |
Services are deployable units owned by teams with associated metrics:
{
"id": "payments-api",
"name": "Payments API",
"ownerTeamId": "payments-team",
"layerId": "runtime",
"tier": "tier1",
"metricIds": ["slo-payments-availability", "slo-payments-latency"]
}The organizational model connects to SLOs and maturity roadmaps:
- Metrics belong to a domain, layer, and optionally a service
- SLOs are defined on metrics with machine-evaluable targets
- Goals aggregate SLO requirements into maturity levels
- Teams own services and are accountable for their SLOs
- Phases organize goal progression over time (quarters)
Team owns → Service has → Metrics with → SLOs required by → Goals tracked in → Phases
go install github.com/grokify/prism-maturity/cmd/prism@latestOr add as a library dependency:
go get github.com/grokify/prism-maturity# Create default document with operations metrics
prism init
# Create operations-focused document
prism init -d operations -o ops.jsonprism validate prism.json# Basic score
prism score prism.json
# Detailed breakdown
prism score prism.json --detailed
# JSON output
prism score prism.json --jsonprism catalog# List all goals
prism goal list prism.json
# Show goal details
prism goal show goal-reliability prism.json
# Show goal progress with SLO compliance
prism goal progress goal-reliability prism.json# List all phases
prism phase list prism.json
# Show phase details
prism phase show phase-q1-2026 prism.json
# Show enter/exit metrics for a phase
prism phase metrics phase-q1-2026 prism.json# Show roadmap overview
prism roadmap show prism.json
# Show progress across all phases and goals
prism roadmap progress prism.json# List all initiatives by status
prism initiative list prism.json
# List initiatives by phase
prism initiative list prism.json --by-phase
# List initiatives by goal
prism initiative list prism.json --by-goal
# Show initiative details
prism initiative show prism.json init-monitoring# Generate SLO compliance report
prism slo-report prism.json
# Convert to dashforge format
prism dashforge prism.json -o dashforge.json# List all layers
prism layer list prism.json
# Show layer details with metrics
prism layer show prism.json runtime# List all teams grouped by type
prism team list prism.json
# Show team details with services
prism team show prism.json payments-team# List all services grouped by layer
prism service list prism.json
# Show service details with metrics
prism service show prism.json payments-api# Analyze document and show gaps
prism analyze prism.json
# Output as JSON for automation
prism analyze prism.json -f json
# Generate LLM prompt for initiative recommendations
prism analyze prism.json -f prompt# Export as OKR document
prism export okr prism.json -o roadmap.okr.json
# Export as V2MOM document
prism export v2mom prism.json -o roadmap.v2mom.json# Model commands - work with maturity model documents
prism maturity model report model.json -o report.md
prism maturity model xlsx model.json -o report.xlsx
prism maturity model dashboard model.json --state state.json -f html -o dashboard.html
prism maturity model validate model.json
prism maturity model lint model.json # Check for dashboard display issues
prism maturity model lint model.json --strict # Treat warnings as errors
# State commands - work with maturity state documents
prism maturity state validate state.json --model model.json
prism maturity state show state.json --model model.json
# Plan commands - work with maturity plan documents
prism maturity plan dashboard plan.json -f html -o dashboard.html
prism maturity plan report plan.json -o roadmap.mdPRISM organizes metrics into three primary domains:
| Domain | Description |
|---|---|
operations |
Reliability, performance, and efficiency metrics |
security |
Application and infrastructure security metrics |
quality |
Code quality, testing, and defect management metrics |
Metrics are classified by value stream layer:
| Layer | Description |
|---|---|
requirements |
Product ideation, specifications, and design |
code |
Application code, libraries, and dependencies |
infra |
Cloud resources, networking, and platform services |
runtime |
Running services, containers, and workloads |
adoption |
Product analytics, user engagement, and self-service |
support |
Customer support, incident management, and escalations |
Metrics are mapped to software delivery lifecycle stages:
| Stage | Description |
|---|---|
design |
Architecture, requirements, planning |
build |
CI/CD, code quality, dependency management |
test |
Testing coverage, quality assurance |
runtime |
Production monitoring, availability, performance |
response |
Incident response, remediation, recovery |
| Category | Description |
|---|---|
prevention |
Proactive controls that prevent issues |
detection |
Monitoring and alerting capabilities |
response |
Incident handling and remediation |
reliability |
Availability and durability |
efficiency |
Performance and resource utilization |
quality |
Code and process quality |
| Type | Description | Example |
|---|---|---|
coverage |
Percentage of coverage | Test coverage |
rate |
Frequency or percentage | Error rate |
latency |
Time duration | P99 latency, MTTR |
ratio |
Proportion | Success ratio |
count |
Absolute count | Deployment count |
distribution |
Statistical distribution | Latency percentiles |
score |
Composite score | Health score |
{
"id": "ops-availability",
"name": "Service Availability",
"description": "Percentage of time the service is available",
"domain": "operations",
"stage": "runtime",
"category": "reliability",
"layer": "runtime",
"serviceId": "payments-api",
"metricType": "rate",
"trendDirection": "higher_better",
"unit": "%",
"baseline": 99.0,
"current": 99.95,
"target": 99.99,
"thresholds": {
"green": 99.95,
"yellow": 99.9,
"red": 99.0
},
"slo": {
"target": ">=99.99%",
"operator": "gte",
"value": 99.99,
"window": "30d"
},
"frameworkMappings": [
{"framework": "SRE", "reference": "availability-slo"},
{"framework": "DORA", "reference": "availability"}
]
}The PRISM score combines maturity levels, metric performance, and customer awareness into a composite health score (0.0-1.0).
CellScore = (MaturityWeight × MaturityScore) + (PerformanceWeight × PerformanceScore)
BaseScore = Σ(CellScore × Weight) / Σ(Weight)
Overall = BaseScore × AwarenessScore
Component weights:
- Maturity: 40%
- Performance: 60%
Stage weights:
- Design: 15%
- Build: 20%
- Test: 15%
- Runtime: 30%
- Response: 20%
Domain weights:
- Security: 50%
- Operations: 50%
| Score | Level | Description |
|---|---|---|
| ≥0.90 | Elite | Industry-leading practices |
| ≥0.75 | Strong | Well-managed, proactive |
| ≥0.50 | Medium | Adequate, room for improvement |
| ≥0.25 | Weak | Significant gaps |
| <0.25 | Critical | Immediate attention required |
PRISM uses a 5-level maturity model:
| Level | Name | Description |
|---|---|---|
| 1 | Reactive | Ad-hoc processes, firefighting mode |
| 2 | Basic | Basic controls, some documentation |
| 3 | Defined | Standardized processes, consistent execution |
| 4 | Managed | Data-driven, measured and controlled |
| 5 | Optimizing | Continuous improvement, automated optimization |
Dynamic priority is calculated from static importance and maturity gap. This helps prioritize improvement initiatives based on both the inherent importance of a capability and how far it is from its target maturity level.
Static importance weights for capabilities (defined in prism-capability):
| Level | Weight | Description |
|---|---|---|
critical |
4 | Critical "-ilities" (security, availability) |
high |
3 | High importance capabilities |
medium |
2 | Standard importance (default) |
low |
1 | Nice-to-have capabilities |
Priority Score = Importance Weight × (Target Level - Current Level)
| Score | Priority | Description |
|---|---|---|
| ≥8 | P0 | Immediate action required |
| ≥4 | P1 | High priority improvement |
| ≥2 | P2 | Scheduled improvement |
| <2 | P3 | Low priority enhancement |
The SLI state document tracks dynamic priority:
{
"sliStates": [
{
"sliId": "sli-sast-coverage",
"currentLevel": 2,
"targetLevel": 4,
"priority": 0,
"priorityRationale": "Critical security capability with 2-level gap (4 × 2 = 8 → P0)"
}
]
}| Field | Type | Description |
|---|---|---|
priority |
int | Dynamic priority (0-3, where 0=P0 highest) |
priorityRationale |
string | Explanation of priority calculation |
import prism "github.com/grokify/prism-maturity"
// Calculate priority from importance and maturity gap
priority := prism.CalculatePriority("critical", 2, 4) // Returns "P0"
priority := prism.CalculatePriority("medium", 3, 4) // Returns "P2"
// Get rationale
rationale := prism.PriorityRationale("critical", 2, 4)
// "Immediate action required: critical importance with 2-level gap"PRISM metrics can be mapped to external frameworks:
| Framework | Constant | Description |
|---|---|---|
| NIST CSF 1.1 | NIST_CSF |
NIST Cybersecurity Framework 1.1 |
| NIST CSF 2.0 | NIST_CSF_2 |
NIST Cybersecurity Framework 2.0 |
| NIST 800-53 | NIST_800_53 |
Security and Privacy Controls |
| NIST RMF | NIST_RMF |
Risk Management Framework |
| NIST AI RMF | NIST_AI_RMF |
AI Risk Management Framework |
| FedRAMP High | FEDRAMP_HIGH |
FedRAMP High baseline |
| FedRAMP Moderate | FEDRAMP_MOD |
FedRAMP Moderate baseline |
| FedRAMP Low | FEDRAMP_LOW |
FedRAMP Low baseline |
| MITRE ATT&CK | MITRE_ATTACK |
Threat framework |
| CIS Controls | CIS_CONTROLS |
Critical Security Controls |
| SOC 2 | SOC_2 |
Trust Services Criteria |
| ISO 27001 | ISO_27001 |
Information Security Management |
| DORA | DORA |
DevOps Research and Assessment |
| SRE | SRE |
Site Reliability Engineering |
PRISM uses three JSON Schemas representing the Model → State → Plan workflow:
| Schema | Purpose | Question Answered |
|---|---|---|
prism-maturity-model.schema.json |
Definitions | What does good look like? |
prism-maturity-state.schema.json |
Measurement | Where are we now? |
prism-maturity-plan.schema.json |
Execution | How do we get there? |
Schemas are auto-generated from Go types:
cd schema && go run generate.go && go run generate_maturity.go && go run generate_state.goUse in your editor for validation:
{
"$schema": "https://github.com/grokify/prism-maturity/schema/prism-maturity-model.schema.json",
"metadata": { "name": "My Maturity Model" },
"slis": {...},
"domains": {...}
}PRISM supports goal-driven maturity tracking with multi-phase roadmaps.
Goals represent strategic objectives with their own 5-level maturity models:
{
"id": "goal-reliability",
"name": "Achieve High Reliability",
"owner": "VP Engineering",
"currentLevel": 3,
"targetLevel": 4,
"maturityModel": {
"levels": [
{
"level": 3,
"name": "Defined",
"requiredSLOs": [
{ "metricId": "ops-availability" },
{ "metricId": "ops-mttr" }
],
"metricCriteria": [
{ "metricId": "ops-availability", "operator": "gte", "value": 99.5 }
]
}
]
}
}Each maturity level specifies which SLOs must be met to achieve that level.
Phases organize work into time-bounded periods (quarters) with goal targets:
{
"id": "phase-q1-2026",
"name": "Q1 2026",
"quarter": "Q1",
"year": 2026,
"startDate": "2026-01-01",
"endDate": "2026-03-31",
"goalTargets": [
{ "goalId": "goal-reliability", "enterLevel": 2, "exitLevel": 3 }
],
"swimlanes": [
{
"name": "Platform Initiatives",
"domain": "operations",
"initiativeIds": ["init-monitoring", "init-ci-cd"]
}
]
}Initiatives link to goals and phases with deployment tracking:
{
"id": "init-monitoring",
"name": "Observability Platform",
"goalIds": ["goal-reliability"],
"phaseId": "phase-q1-2026",
"status": "completed",
"deploymentStatus": {
"status": "completed",
"totalCustomers": 50,
"deployedCustomers": 50,
"adoptionPercent": 100
}
}PRISM Maturity is part of the PRISM ecosystem, a unified framework for capability-driven organizational intelligence.
┌─────────────────────────────────────────────────────────────────────┐
│ prism-core │
│ Shared primitives: Domain, Layer, Stage, MaturityLevel, │
│ TeamType, TrendDirection, Person, Status, Priority │
└─────────────────────────────────────────────────────────────────────┘
│
┌─────────────────────────┼─────────────────────────┐
│ │ │
▼ ▼ ▼
┌───────────────────┐ ┌───────────────────┐ ┌───────────────────┐
│ PRISM Capability │ │ PRISM Maturity│ │ PRISM Roadmap │
│ │ │ │ │ │
│ "What we need" │───▶│ "How we measure" │───▶│ "How we act" │
│ │ │ │ │ │
│ Capability stacks │ │ SLIs, SLOs │ │ OKRs, V2MOM │
│ Layers, domains │ │ Maturity models │ │ Roadmaps │
│ Dependencies │ │ Maturity state │ │ Initiatives │
└───────────────────┘ └───────────────────┘ └───────────────────┘
| Module | Purpose | Key Artifacts |
|---|---|---|
| prism-core | Shared primitives | Domain, Layer, Stage, MaturityLevel, TeamType |
| prism-capability | What capabilities exist | Capability stacks, layers, dependencies |
| prism-intelligence | How we measure maturity | SLI/SLO definitions, maturity state |
| prism-roadmap | How we improve | OKRs, V2MOM, roadmaps, initiatives |
PRISM Maturity integrates with prism-roadmap to provide a complete operational planning workflow. PRISM Maturity serves as the source of truth for requirements (maturity models, SLOs), while PRISM Roadmap handles execution tracking (OKRs, roadmaps).
┌─────────────────────────────────────────────────────────────────┐
│ PRISM Maturity (Source of Truth) │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ Goals │ │ Maturity │ │ SLOs │ │
│ │ │ │ Models │ │ │ │
│ │ "Reliability"│ │ M1→M2→M3→M4 │ │ avail>=99.9% │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
└───────────────────────────┬─────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────────┐
│ LLM Analysis Layer │
│ │
│ Input: PRISM requirements + context (team capacity, etc.) │
│ Output: Suggested initiatives, phase mapping, dependencies │
│ │
│ "To reach M3 reliability by Q2, you need: │
│ - Q1: Observability platform (enables SLO measurement) │
│ - Q1: Incident runbooks (reduces MTTR) │
│ - Q2: SLO dashboards (tracks compliance)" │
└───────────────────────────┬─────────────────────────────────────┘
│
▼
┌─────────────────────────────────────────────────────────────────┐
│ PRISM Roadmap (Execution) │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ OKR │ │ V2MOM │ │ Roadmap │ │
│ │ │ │ │ │ │ │
│ │ Objectives │ │ Methods │ │ Phases │ │
│ │ Key Results │ │ Measures │ │ Deliverables │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
└─────────────────────────────────────────────────────────────────┘
| PRISM Maturity | PRISM Roadmap |
|---|---|
| Goal | OKR Objective |
| Goal.TargetLevel | Objective Target |
| SLO (per maturity level) | Key Result |
| Phase.GoalTargets | PhaseTargets in Key Results |
| Initiative | Deliverable (in roadmap phase) |
- Define requirements in PRISM Maturity - Goals, maturity models, SLOs
- Analyze with LLM - Generate initiative recommendations to achieve targets
- Export to PRISM Roadmap - OKR/V2MOM/Roadmap format
- Track execution - Monitor progress against phase targets
# Analyze PRISM document and suggest initiatives
prism analyze prism.json
# Export as OKR document for prism-roadmap
prism export okr prism.json -o roadmap.okr.json
# Export as V2MOM document
prism export v2mom prism.json -o roadmap.v2mom.jsonSee the examples/ directory for PRISM document types organized by domain:
Each domain directory contains Model, State, and Plan files:
| Domain | Model | State | Plan |
|---|---|---|---|
operations/ |
Level definitions | Q2 2026 tracking | Goals & roadmap |
security/ |
Level definitions | Q2 2026 tracking | - |
organization/ |
Multi-domain model | Q1 2026 tracking | - |
quality/ |
- | - | Quality metrics plan |
operations-metrics.json- Operations-focused metrics (DORA, SLOs)operations-layers.json- Layer-based metric organizationteam-topology.json- Full team topology with servicesquality-metrics.json- Quality domain with ISO 25010 verticalsgoal-roadmap.json- Goal-driven maturity roadmap
package main
import (
"encoding/json"
"fmt"
"os"
"github.com/grokify/prism-maturity"
)
func main() {
// Load document
data, _ := os.ReadFile("prism.json")
var doc prism.PRISMDocument
json.Unmarshal(data, &doc)
// Validate
if errs := doc.Validate(); errs.HasErrors() {
fmt.Println("Validation errors:", errs)
return
}
// Calculate score
score := doc.CalculatePRISMScore(nil, nil)
fmt.Printf("PRISM Score: %.1f%% (%s)\n", score.Overall*100, score.Interpretation)
// Check individual metrics
for _, m := range doc.Metrics {
status := m.CalculateStatus()
meetsSLO := m.MeetsSLO()
fmt.Printf(" %s: %s (SLO met: %v)\n", m.Name, status, meetsSLO)
}
}MIT