Align solutions to business value pillars (efficiency, transformation, productivity, cost, performance SLAs)
Map a design to the value pillar the accountable sponsor owns (efficiency, transformation, productivity, cost, performance SLAs), quantify it in the sponsor's units with a baseline, and present the other pillars as tracked constraints or trade-offs.
Key points
- 1
The five pillars: efficiency (doing existing work with less effort or rework), transformation (new capabilities, products or revenue), productivity (more output per unit of human time), cost (lower spend per unit of work) and performance SLAs (meeting committed latency, availability or turnaround targets).
- 2
Identify which pillar the accountable sponsor is measured on and lead with it. A COO accountable for cost per contact, a director measured on a statutory response deadline, and a product sponsor holding a p95 SLA each need a different headline metric.
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Express value in the sponsor's units with a baseline and target: cost per contact, cases answered within 20 days, minutes from discharge order to signed summary, attach rate and incremental revenue.
- 4
Engineering metrics (tokens per conversation, cache hit rate, benchmark scores, template counts, internal accuracy) are inputs and supporting evidence, not the business outcome. Tokens can fall while cost per contact rises.
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Pair productivity or speed metrics with a quality guard (edit rate, sign-off rate) so gains are not achieved by shipping worse output.
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When two designs both meet the quality bar, the sponsor's pillar is the tie-breaker; present the other pillar's impact (for example a 30% cost delta) as a quantified, bounded trade-off rather than letting it silently override the commitment.
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Cost alignment means using the cheapest processing mode the SLA allows: the Message Batches API for bulk work with a deadline hours away, a real-time path only for the urgent slice, prompt caching for repeated prefixes. Uniform real-time or uniform batch each break one side of a mixed requirement.
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Do not reopen a contractual SLA to accommodate a design preference, and do not run an experiment that knowingly breaches the SLA for part of the customer base.
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When funding was approved on a specific basis ("new revenue from AI features"), the first phase must deliver against that pillar; other executives' pillars become secondary metrics or constraints. Splitting a fixed budget across every pillar underfunds all of them and demonstrates none.
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Traps: presenting all five pillars with equal weight, reframing a concrete SLA problem as "transformation" to win budget, picking the fastest-to-deliver pillar instead of the funded one, or choosing the cheapest design when the sponsor's problem is a missed SLA.
Test yourself on Align solutions to business value pillars (efficiency, transformation, productivity, cost, performance SLAs)
Ten questions, with the answer and explanation after each one.