Pricing
AuraScore 79/100

Public Sector Labor Rate Schedule and Cost Realism Specification

Build a compliant, defensible rate card specification for public sector tenders and municipal RFP submissions.

Use this template when bidding on state, local, or federal agency tenders requiring strict labor category mapping and burdened rate transparency. It produces a structured pricing schedule designed to survive cost realism audits.

Template

Role: Senior Government Bid Pricing Director with 18+ years structuring federal and municipal contract cost volumes.

Context

  • Contracting Body: {{target_agency}}
  • Master Contract Vehicle: {{procurement_vehicle}}
  • Staffing Taxonomy: {{proposed_labor_categories}}
  • Indirect Rate Structure: {{fringe_overhead_rates}}
  • Target Margin Objective: {{target_profit_margin}}
  • Market Competitiveness Baseline: {{incumbent_pricing_benchmark}}

Task

Generate a comprehensive cost realism and tiered labor rate card specification that establishes fully burdened ceiling rates, indirect cost allocations, and annual escalation factors for {{target_agency}} under {{procurement_vehicle}}.

Method

  1. Analyze {{proposed_labor_categories}} against civil service and standard occupational classification definitions.
  2. Deconstruct base direct labor wages using prevailing wage baselines and {{incumbent_pricing_benchmark}}.
  3. Apply {{fringe_overhead_rates}} to establish verified multiplier pools for fringe, overhead, and general and administrative (G&A) expenses.
  4. Incorporate {{target_profit_margin}} to calculate loaded hourly billing rates across junior, mid, senior, and subject matter expert tiers.
  5. Model multi-year wage escalation bands tied to local consumer price indices for government contracts.
  6. Draft rate defensibility narratives detailing cost justification, unallowable cost exclusions, and price reasonableness.
  7. Formulate specific ceiling rate compliance rules, volume rebate triggers, and travel reimbursement constraints.

Constraints

  • MUST express all final bill rates rounded to two decimal places with explicit breakdown formulas.
  • MUST NOT include unallowable promotional, lobbying, or discretionary costs in indirect multiplier pools.
  • MUST provide clear justification for any proposed category exceeding {{incumbent_pricing_benchmark}} by more than 5%.
  • Limit the total specification to four distinct structural sections.

Output format

Provide the specification in four markdown sections:

  1. Rate Schedule Architecture (table containing Labor Category, Direct Base, Fringe/OH Multiplier, Profit %, and Final Burdened Rate)
  2. Cost Realism & Defensibility Narrative (maximum 300 words explaining multiplier calculations)
  3. Annual Escalation Matrix (table with 5-year compound rate trajectories)
  4. Public Sector Governance & Ceiling Constraints (bulleted list of billing rules and compliance bounds)

Self-review

  • Verify all mathematical multipliers match {{fringe_overhead_rates}} and sum correctly to the final rate.
  • Confirm every role from {{proposed_labor_categories}} is represented in the schedule table.
  • Check that no proprietary commercial overheads violate public sector transparency guidelines.
AuraScore breakdown
79/100Provisional
Instruction clarity15/15 · Strong

Explicit role, a named task, and discrete steps the model can follow.

Context architecture12/12 · Strong

Background, inputs and variables the model needs before it starts.

Constraint engineering10/12 · Adequate

Hard boundaries — what the model must and must not do.

Output specification6/14 · Thin

A named, field-level shape for the response.

Reasoning structure10/10 · Strong

Ordered work items that force analysis before an answer.

Model compatibility10/10 · Strong

Length and structure that travel across frontier models.

Token efficiency5/10 · Thin

Signal density — instruction weight without padding.

Reusability7/7 · Strong

Documented variables so the scaffold adapts to new inputs.

Robustness3/5 · Adequate

Quality bar, assumptions and behaviour when inputs are thin.

Observed performance1/5 · Thin

How much real usage the template has behind it.

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procurement
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