Read-only, deterministic AI triage and readiness tools implementing Sophon's published rubrics.
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Assess an organization's readiness to run AI in production across five dimensions (data readiness, workflow ownership, governance and controls, delivery capacity, executive sponsorship), each scored 1-5 with evidence or marked unknown, plus classified candidate use cases. Returns a deterministic verdict — Ready, Ready with conditions, Not yet ready, or Insufficient evidence (thresholds: ready needs no dimension below 3; 2+ dimensions at 2 or below is not yet ready) — with a handoff-ready Markdown assessment. Read-only; not for triaging a single AI idea (use triage_ai_opportunity).
Candidate AI use cases, each classified start-now, prepare-first, or defer.
All five readiness dimensions, each scored 1-5 with evidence, or marked unknown.
The organization or team being assessed.
Optional risk register entries; scoring gaps should each become one.
Optional 30-60-90 day sequencing recommendation.
Optional sponsor or requester the assessment is prepared for.
Assess an organization's readiness to run AI in production across five dimensions (data readiness, workflow ownership, governance and controls, delivery capacity, executive sponsorship), each scored 1-5 with evidence or marked unknown, plus classified candidate use cases. Returns a deterministic verdict — Ready, Ready with conditions, Not yet ready, or Insufficient evidence (thresholds: ready needs no dimension below 3; 2+ dimensions at 2 or below is not yet ready) — with a handoff-ready Markdown assessment. Read-only; not for triaging a single AI idea (use triage_ai_opportunity).
| Argument | Type | Description |
|---|---|---|
| risks | array | Optional risk register entries; scoring gaps should each become one. |
| useCases* | array | Candidate AI use cases, each classified start-now, prepare-first, or defer. |
| dimensions* | object | All five readiness dimensions, each scored 1-5 with evidence, or marked unknown. |
| sequencing | object | Optional 30-60-90 day sequencing recommendation. |
| preparedFor | string | Optional sponsor or requester the assessment is prepared for. |
| organizationName* | string | The organization or team being assessed. |
{
"type": "object",
"required": [
"organizationName",
"dimensions",
"useCases"
],
"properties": {
"risks": {
"type": "array",
"items": {
"type": "object",
"required": [
"risk",
"severity"
],
"properties": {
"risk": {
"type": "string",
"maxLength": 500,
"minLength": 1
},
"owner": {
"type": "string",
"maxLength": 160
},
"severity": {
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"remediation": {
"type": "string",
"maxLength": 500
}
},
"additionalProperties": false
},
"maxItems": 12,
"description": "Optional risk register entries; scoring gaps should each become one."
},
"useCases": {
"type": "array",
"items": {
"type": "object",
"required": [
"name",
"valueCase",
"risk",
"classification"
],
"properties": {
"name": {
"type": "string",
"maxLength": 160,
"minLength": 1
},
"risk": {
"type": "string",
"maxLength": 500,
"minLength": 1,
"description": "Impact and reversibility of failures."
},
"rationale": {
"type": "string",
"maxLength": 500
},
"valueCase": {
"type": "string",
"maxLength": 500,
"minLength": 1,
"description": "The tracked operating metric this use case improves, and roughly by how much."
},
"blockingGap": {
"type": "string",
"maxLength": 500,
"description": "For prepare-first: the named gap that blocks starting now."
},
"classification": {
"enum": [
"start-now",
"prepare-first",
"defer"
],
"type": "string"
}
},
"additionalProperties": false
},
"maxItems": 12,
"minItems": 1,
"description": "Candidate AI use cases, each classified start-now, prepare-first, or defer."
},
"dimensions": {
"type": "object",
"required": [
"dataReadiness",
"workflowOwnership",
"governanceControls",
"deliveryCapacity",
"executiveSponsorship"
],
"properties": {
"dataReadiness": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
},
"score": {
"oneOf": [
{
"type": "integer",
"maximum": 5,
"minimum": 1
},
{
"enum": [
"unknown"
],
"type": "string"
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"description": "Data readiness: the data the workflows need exists, is accessible, and its quality problems are known and bounded.",
"additionalProperties": false
},
"deliveryCapacity": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
},
"score": {
"oneOf": [
{
"type": "integer",
"maximum": 5,
"minimum": 1
},
{
"enum": [
"unknown"
],
"type": "string"
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"description": "Delivery capacity: engineering and operations can commit to iterative delivery, evaluation cycles, and post-launch operation.",
"additionalProperties": false
},
"workflowOwnership": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
},
"score": {
"oneOf": [
{
"type": "integer",
"maximum": 5,
"minimum": 1
},
{
"enum": [
"unknown"
],
"type": "string"
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"description": "Workflow ownership: each candidate workflow has a named owner with authority to change how the work is done.",
"additionalProperties": false
},
"governanceControls": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
},
"score": {
"oneOf": [
{
"type": "integer",
"maximum": 5,
"minimum": 1
},
{
"enum": [
"unknown"
],
"type": "string"
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"description": "Governance and controls: security, compliance, and audit constraints are documented and have owners, so phase-one design can build them in rather than bolt them on.",
"additionalProperties": false
},
"executiveSponsorship": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"gap": {
"type": "string",
"maxLength": 500,
"description": "Optional named gap for this dimension, used in the risk register and conditions."
},
"score": {
"oneOf": [
{
"type": "integer",
"maximum": 5,
"minimum": 1
},
{
"enum": [
"unknown"
],
"type": "string"
}
],
"description": "Score from 1 (absent) to 5 (strong), or 'unknown' when the evidence to score this dimension is missing. Unknown is never treated as a low score."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two sentences supporting the score — or, for unknown, what evidence is missing."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"description": "Executive sponsorship: an accountable sponsor exists for adoption and policy decisions.",
"additionalProperties": false
}
},
"description": "All five readiness dimensions, each scored 1-5 with evidence, or marked unknown.",
"additionalProperties": false
},
"sequencing": {
"type": "object",
"properties": {
"next30": {
"type": "string",
"maxLength": 1000
},
"next60": {
"type": "string",
"maxLength": 1000
},
"next90": {
"type": "string",
"maxLength": 1000
}
},
"description": "Optional 30-60-90 day sequencing recommendation.",
"additionalProperties": false
},
"preparedFor": {
"type": "string",
"maxLength": 160,
"description": "Optional sponsor or requester the assessment is prepared for."
},
"organizationName": {
"type": "string",
"maxLength": 160,
"minLength": 1,
"description": "The organization or team being assessed."
}
},
"additionalProperties": false
}Score one proposed AI workflow across bottleneck severity, value capture, integration readiness, and risk posture. Returns a deterministic go-deeper or hold recommendation and a handoff-ready Markdown artifact. Read-only; not for organization-wide readiness reviews or production rollout planning.
| Argument | Type | Description |
|---|---|---|
| lenses* | object | |
| followUps | array | Up to five questions ranked by how much their answers could change the decision. |
| confidence | string | Optional confidence override. The rubric supplies a conservative default. |
| requestedBy | string | Optional person or team requesting the triage. |
| workflowName* | string | The specific workflow being evaluated. |
| decisionContext* | string | The concrete decision this triage will inform. |
| canAnswerTopFollowUpInOneBusinessDay | boolean | Needed only when the total is 10-13: whether the highest-impact follow-up can plausibly be answered within one business day. |
{
"type": "object",
"required": [
"workflowName",
"decisionContext",
"lenses"
],
"properties": {
"lenses": {
"type": "object",
"required": [
"bottleneckSeverity",
"valueCapture",
"integrationReadiness",
"riskPosture"
],
"properties": {
"riskPosture": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"score": {
"type": "integer",
"maximum": 5,
"minimum": 1,
"description": "Score from 1 (weak) to 5 (strong), grounded in the supplied evidence."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two concise sentences supporting this score."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"additionalProperties": false
},
"valueCapture": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"score": {
"type": "integer",
"maximum": 5,
"minimum": 1,
"description": "Score from 1 (weak) to 5 (strong), grounded in the supplied evidence."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two concise sentences supporting this score."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"additionalProperties": false
},
"bottleneckSeverity": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"score": {
"type": "integer",
"maximum": 5,
"minimum": 1,
"description": "Score from 1 (weak) to 5 (strong), grounded in the supplied evidence."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two concise sentences supporting this score."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"additionalProperties": false
},
"integrationReadiness": {
"type": "object",
"required": [
"score",
"evidence"
],
"properties": {
"score": {
"type": "integer",
"maximum": 5,
"minimum": 1,
"description": "Score from 1 (weak) to 5 (strong), grounded in the supplied evidence."
},
"evidence": {
"type": "string",
"maxLength": 2000,
"minLength": 1,
"description": "One or two concise sentences supporting this score."
},
"evidenceLabel": {
"enum": [
"fact",
"assumption",
"estimate"
],
"type": "string",
"description": "Optional classification of the supplied evidence."
}
},
"additionalProperties": false
}
},
"additionalProperties": false
},
"followUps": {
"type": "array",
"items": {
"type": "object",
"required": [
"question"
],
"properties": {
"owner": {
"type": "string",
"maxLength": 160
},
"question": {
"type": "string",
"maxLength": 500,
"minLength": 1
},
"whyItMatters": {
"type": "string",
"maxLength": 500
}
},
"additionalProperties": false
},
"maxItems": 5,
"description": "Up to five questions ranked by how much their answers could change the decision."
},
"confidence": {
"enum": [
"High",
"Medium",
"Low"
],
"type": "string",
"description": "Optional confidence override. The rubric supplies a conservative default."
},
"requestedBy": {
"type": "string",
"maxLength": 160,
"description": "Optional person or team requesting the triage."
},
"workflowName": {
"type": "string",
"maxLength": 160,
"minLength": 1,
"description": "The specific workflow being evaluated."
},
"decisionContext": {
"type": "string",
"maxLength": 1000,
"minLength": 1,
"description": "The concrete decision this triage will inform."
},
"canAnswerTopFollowUpInOneBusinessDay": {
"type": "boolean",
"description": "Needed only when the total is 10-13: whether the highest-impact follow-up can plausibly be answered within one business day."
}
},
"additionalProperties": false
}