Automation Cost Model: Build, Buy, and Hybrid Approaches
Overview
Executives need honest cost models: licensing is a fraction of integration, maintenance, and exception handling labor.
Quick definition
Build vs buy cost models amortize engineering time, vendor seats, usage-based API tokens, and operational toil—often hybrid with clear boundaries at integration seams.
Definition
TCO includes initial build, integration time, run costs (APIs, compute, models), reliability engineering, and continuous tuning as vendors and processes change.
Why it matters
Bad build/buy decisions come from comparing vendor demos to internal prototypes without maintenance burden.
Core framework
Step-by-step model as TypeScript interfaces (machine-readable checkpoints).
Scenario analysis
/**
* Scenario analysis
* 3-year view with headcount effects—not only license fees.
*/
export interface CoreFrameworkStep1ScenarioAnalysis {
/** Order in the core framework (0-based) */
readonly stepIndex: 0;
/** Display title for this step */
readonly title: "Scenario analysis";
/** Narrative checkpoints as published in the guide */
readonly narrative: readonly string[];
}
export const CoreFrameworkStep1ScenarioAnalysis_NARRATIVE: readonly string[] = [
"3-year view with headcount effects—not only license fees."
] as const;Hybrid
/**
* Hybrid
* Buy platform for spine; custom where differentiation demands.
*/
export interface CoreFrameworkStep2Hybrid {
/** Order in the core framework (0-based) */
readonly stepIndex: 1;
/** Display title for this step */
readonly title: "Hybrid";
/** Narrative checkpoints as published in the guide */
readonly narrative: readonly string[];
}
export const CoreFrameworkStep2Hybrid_NARRATIVE: readonly string[] = [
"Buy platform for spine; custom where differentiation demands."
] as const;Detailed breakdown
Logic sections encoded as Python functions with structured narrative payloads.
Model costs
def logic_block_1_model_costs(context: dict) -> dict:
"""Operational logic: Model costs"""
# Narrative steps from the guide (logic section)
paragraphs = ["Token spend scales with volume; budget guardrails and caching strategies matter."]
return {
"heading": "Model costs",
"paragraphs": paragraphs,
"context_keys": tuple(sorted(context.keys())),
}Technical patterns
TCO components
- NRE vs MRE: initial build + annual maintenance.
- Variable: `$ per 1k workflow runs` + support burden hours.
Code examples
Simple run-rate estimate
Spreadsheet-friendly JS for sensitivity analysis.
export function monthlyCost({ base, perRun, runs, engHours, rate }) {
return base + perRun * runs + engHours * rate;
}System architecture
[Requirements → scope]
→ [Vendor quotes + internal estimate]
→ [Scenario model]
→ [Decision record]
→ [Architecture boundary choice]Real-world example
A mid-market firm chose hybrid: iPaaS for CRM sync, custom service for document extraction—avoiding rigid template limits.
Common mistakes
- Ignoring exception handling labor—“the AI will handle it.”
- Sunk-cost loyalty to failing tools.
Related topics
PrimeAxiom builds business cases with realistic TCO—book an executive working session.