Agency Commercial
Review supplied proposal Pareto choices
Compare proposed AI automation pilot options across implementation cost and declared delivery value before sending a client proposal.
Experimental native example · local preview · revision 1
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What you need
- Authorized supplied facts matching the closed contract.
- Declared completeness, identity and unit assumptions reviewed by an agency operator.
Follow the workflow step by step
Supplied agency data
Receive the explicitly supplied manual input packet.
Review supplied proposal Pareto choices
Compare proposed AI automation pilot options across implementation cost and declared delivery value before sending a client proposal.
Setup and review
- Download the workflow JSON from this page and inspect its inputs schema and Code node.
- Prepare a synthetic packet matching the input schema. Keep unknown values explicit and report completeness honestly.
- Review the on-page literal example before running your own supplied-data case.
- Inspect every unknown, tie, missing reference or bounded status before taking a downstream action.
Inspect every node
Expand a node to inspect its complete settings. Review the runtime and adoption evidence before installing it.
Supplied agency data · wfManualTrigger
{
"label": "Supplied agency data"
}Review supplied proposal Pareto choices · code
{
"code": "\nfunction fail(reason){throw new Error('input: '+reason);}\nfunction check(schema,value,where){\n if(value===null){if(schema.type==='null'||Array.isArray(schema.type)&&schema.type.includes('null'))return;fail(where+' wrong_type');}\n const type=Array.isArray(schema.type)?schema.type[0]:schema.type;\n if(type==='object'){\n if(!value||typeof value!=='object'||Array.isArray(value))fail(where+' wrong_type');\n for(const name of Object.keys(value))if(!Object.hasOwn(schema.properties,name))fail(where+' unknown_field');\n for(const name of schema.required)if(!Object.hasOwn(value,name))fail(where+' missing_field');\n for(const [name,shape]of Object.entries(schema.properties))check(shape,value[name],where+'.'+name);\n }else if(type==='array'){\n if(!Array.isArray(value)||value.length>schema.maxItems)fail(where+' array_bound');\n for(const item of value)check(schema.items,item,where+'[]');\n }else if(type==='string'){if(typeof value!=='string'||value.length>schema.maxLength)fail(where+' string_bound');}\n else if(type==='integer'){if(!Number.isSafeInteger(value)||value<schema.minimum||value>schema.maximum)fail(where+' integer_bound');}\n else if(type==='boolean'){if(typeof value!=='boolean')fail(where+' wrong_type');}\n else fail(where+' unsupported_type');\n}\nfunction id(value){if(typeof value!=='string'||!value||value.trim()!==value)fail('noncanonical_identity');return value;}\nfunction unique(values,reason){if(new Set(values).size!==values.length)fail(reason);}\nfunction safeAdd(a,b){if(a>Number.MAX_SAFE_INTEGER-b)fail('unsafe_sum');return a+b;}\nfunction day(value){if(!/^\\d{4}-\\d{2}-\\d{2}$/.test(value))fail('invalid_calendar_day');const ms=Date.parse(value+'T00:00:00Z');if(!Number.isFinite(ms)||new Date(ms).toISOString().slice(0,10)!==value)fail('invalid_calendar_day');return ms;}\nfunction refKey(ref){id(ref.assetId);if(ref.version<1)fail('positive_version_required');return JSON.stringify([ref.assetId,ref.version]);}\nfunction refValue(key){const pair=JSON.parse(key);return {assetId:pair[0],version:pair[1]};}\nfunction sortedRefs(keys){return [...keys].sort().map(refValue);}\n\nfunction lexIds(a,b){for(let i=0;i<Math.min(a.length,b.length);i++){if(a[i]<b[i])return -1;if(a[i]>b[i])return 1;}return a.length-b.length;}\nfunction maxSubset(rows,idField,feasible){let best=-1,ids=[],ties=0;for(let mask=0;mask<2**rows.length;mask++){const chosen=rows.filter((_,i)=>mask&(1<<i));if(!feasible(chosen))continue;const value=chosen.reduce((n,r)=>n+r.valuePoints,0),current=chosen.map(r=>r[idField]).sort();if(value>best){best=value;ids=current;ties=1;}else if(value===best){ties++;if(lexIds(current,ids)<0)ids=current;}}return {ids,value:best,ties};}\nfunction rat(n,d){if(d===0n)fail('zero_denominator');if(d<0n){n=-n;d=-d;}let a=n<0n?-n:n,b=d;while(b){const next=a%b;a=b;b=next;}return [n/a,d/a];}\nfunction ratAdd(a,b){return rat(a[0]*b[1]+b[0]*a[1],a[1]*b[1]);}\nfunction ratSub(a,b){return rat(a[0]*b[1]-b[0]*a[1],a[1]*b[1]);}\nfunction ratMul(a,b){return rat(a[0]*b[0],a[1]*b[1]);}\nfunction ratText(a){return a[0].toString()+'/'+a[1].toString();}\n\n\ncheck({\"type\":\"object\",\"properties\":{\"scopeId\":{\"type\":\"string\",\"maxLength\":128},\"selectionComplete\":{\"type\":[\"boolean\",\"null\"]},\"metrics\":{\"type\":\"array\",\"items\":{\"type\":\"object\",\"properties\":{\"metricId\":{\"type\":\"string\",\"maxLength\":128},\"direction\":{\"type\":\"string\",\"maxLength\":128}},\"required\":[\"metricId\",\"direction\"],\"additionalProperties\":false},\"maxItems\":8},\"options\":{\"type\":\"array\",\"items\":{\"type\":\"object\",\"properties\":{\"optionId\":{\"type\":\"string\",\"maxLength\":128},\"values\":{\"type\":\"array\",\"items\":{\"type\":[\"integer\",\"null\"],\"minimum\":0,\"maximum\":1000000},\"maxItems\":8}},\"required\":[\"optionId\",\"values\"],\"additionalProperties\":false},\"maxItems\":30}},\"required\":[\"scopeId\",\"selectionComplete\",\"metrics\",\"options\"],\"additionalProperties\":false},context.input,\"input\");\nconst result=(function pareto(x){\n id(x.scopeId);if(!x.metrics.length)fail('metric_required');unique(x.metrics.map(m=>id(m.metricId)),'duplicate_metric_id');unique(x.options.map(o=>id(o.optionId)),'duplicate_option_id');\n for(const m of x.metrics)if(!['min','max'].includes(m.direction))fail('metric_direction');\n for(const o of x.options)if(o.values.length!==x.metrics.length)fail('metric_vector_length');\n const unknown=x.options.filter(o=>o.values.includes(null)).map(o=>o.optionId).sort();\n if(x.selectionComplete!==true||unknown.length)return {status:'unknown',frontierIds:[],dominatedIds:[],unknownOptionIds:unknown};\n const dominates=(a,b)=>{let strict=false;for(let j=0;j<x.metrics.length;j++){const better=x.metrics[j].direction==='max'?a.values[j]-b.values[j]:b.values[j]-a.values[j];if(better<0)return false;if(better>0)strict=true;}return strict;};\n const dominated=x.options.filter(b=>x.options.some(a=>a!==b&&dominates(a,b))).map(o=>o.optionId).sort();\n return {status:'frontier_within_supplied_options',frontierIds:x.options.filter(o=>!dominated.includes(o.optionId)).map(o=>o.optionId).sort(),dominatedIds:dominated,unknownOptionIds:[]};\n})(context.input);\ncheck({\"type\":\"object\",\"properties\":{\"status\":{\"type\":\"string\",\"maxLength\":128},\"frontierIds\":{\"type\":\"array\",\"items\":{\"type\":\"string\",\"maxLength\":128},\"maxItems\":100},\"dominatedIds\":{\"type\":\"array\",\"items\":{\"type\":\"string\",\"maxLength\":128},\"maxItems\":100},\"unknownOptionIds\":{\"type\":\"array\",\"items\":{\"type\":\"string\",\"maxLength\":128},\"maxItems\":100}},\"required\":[\"status\",\"frontierIds\",\"dominatedIds\",\"unknownOptionIds\"],\"additionalProperties\":false},result,\"output\");\nreturn result;",
"label": "Review supplied proposal Pareto choices",
"memoryLimit": 16,
"outputVar": "result",
"timeout": 1000
}Input and output contracts
Input
{
"type": "object",
"properties": {
"scopeId": {
"type": "string",
"maxLength": 128
},
"selectionComplete": {
"type": [
"boolean",
"null"
]
},
"metrics": {
"type": "array",
"items": {
"type": "object",
"properties": {
"metricId": {
"type": "string",
"maxLength": 128
},
"direction": {
"type": "string",
"maxLength": 128
}
},
"required": [
"metricId",
"direction"
],
"additionalProperties": false
},
"maxItems": 8
},
"options": {
"type": "array",
"items": {
"type": "object",
"properties": {
"optionId": {
"type": "string",
"maxLength": 128
},
"values": {
"type": "array",
"items": {
"type": [
"integer",
"null"
],
"minimum": 0,
"maximum": 1000000
},
"maxItems": 8
}
},
"required": [
"optionId",
"values"
],
"additionalProperties": false
},
"maxItems": 30
}
},
"required": [
"scopeId",
"selectionComplete",
"metrics",
"options"
],
"additionalProperties": false
}Output
{
"type": "object",
"properties": {
"status": {
"type": "string",
"maxLength": 128
},
"frontierIds": {
"type": "array",
"items": {
"type": "string",
"maxLength": 128
},
"maxItems": 100
},
"dominatedIds": {
"type": "array",
"items": {
"type": "string",
"maxLength": 128
},
"maxItems": 100
},
"unknownOptionIds": {
"type": "array",
"items": {
"type": "string",
"maxLength": 128
},
"maxItems": 100
}
},
"required": [
"status",
"frontierIds",
"dominatedIds",
"unknownOptionIds"
],
"additionalProperties": false
}Choose an output for this job
This business workflow also has 15 delivery formats. Compare their inputs, output examples and limits.
Example input and result
These examples use synthetic data.
Input
{
"scopeId": "client-A",
"selectionComplete": true,
"metrics": [
{
"metricId": "cost",
"direction": "min"
},
{
"metricId": "value",
"direction": "max"
}
],
"options": [
{
"optionId": "a",
"values": [
5,
6
]
},
{
"optionId": "b",
"values": [
6,
5
]
},
{
"optionId": "c",
"values": [
4,
4
]
}
]
}Expected result
{
"status": "frontier_within_supplied_options",
"frontierIds": [
"a",
"c"
],
"dominatedIds": [
"b"
],
"unknownOptionIds": []
}Success means: Compare proposed AI automation pilot options across implementation cost and declared delivery value before sending a client proposal.
When something goes wrong
- Correct malformed facts and rerun. Incomplete or unknown facts remain uncertain; do not fabricate a resolution.
Limits and costs
- All listed candidates and metric values are supplied facts. Equal metric vectors are nondominated peers; null metrics or unknown completeness prevent a frontier claim. Cost and value need not collapse into one weighted score. A candidate is dominated only when another supplied option is at least as good on every declared metric and strictly better on one. Equal vectors remain peers. The result identifies a frontier within the declared option set; the client still chooses among its tradeoffs.
- No paid model calls or metered third-party operations are declared in this pure graph. Vora plan availability, compute and quotas still apply; pricing has not been verified by this batch.