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Open worksheet · version 1.0 · 23 July 2026

GenAI TCO worksheet

A manual worksheet for estimating the full cost of a GenAI solution: inference and retrieval, data, quality, operations and remediation. The second part captures audit scope without pretending that every process can be priced by one calculator.

Format: browser / print / PDFAll values supplied by the userNo automated pricing
Important: this worksheet does not price a Semitora audit, contains no Semitora rates and is not an offer. Every figure is a user assumption. An audit price is prepared only after the process, systems, data, risk and expected deliverables have been confirmed.

How to use the worksheet

Enter values in the light fields. Use one currency and one time horizon throughout. Calculate each category with the formula shown, then move the result into the summary table. The worksheet neither saves nor sends any data.

Core rule: TCO = one-off costs + recurring costs over the selected period. Do not compare an implementation price with full TCO; they are different numbers.
Process / use case:
Currency:
Date:
Owner:

1. Input assumptions

CodeAssumptionUser valueHow to use it
Horizon and volume
A1Number of months analysedUse the same period for every recurring cost.
A2Cases / operations per monthUse realistic demand rather than theoretical maximum throughput.
A3Model calls per caseInclude retries and intermediate steps.
Inference cost
B1Average cost of one model callUse the same currency as every other line item.
Retrieval and storage
C1Average retrieval cost per caseSearch, embeddings and usage-dependent traffic.
C2Storage and indexes per monthDatabases, vectors, logs and copies needed for operation.
Data preparation and refresh
D1Data preparation — one-off costETL, cleaning, mapping, permissions and versioning.
D2Data refresh per monthChanges to documents, sources, metadata and indexes.
Evaluations and monitoring
E1Evaluation design — one-off costGolden set, metrics, acceptance criteria and edge cases.
E2Cost of one full evaluation runPeople, tooling, result analysis and decision-making.
E3Planned releases / changes over the full A1 periodEnter the total over the full A1 period, not a monthly cadence.
E4Monitoring and tooling per monthLogs, alerts, dashboards, observability and retention.
Operational support
F1Support hours per monthTriage, user support, updates and operating decisions.
F2Internal cost per hourUse the full cost of work, not take-home pay.
F3Monthly incident reserveAnalysis, rollback, communication and restart.
Cost of errors and remediation
G1Expected errors per monthBase the assumption on a sample, pilot or historical data.
G2Average cost of one errorCorrection, customer service, delay and possible harm.
G3Other remediation work per monthItems not represented by G1 × G2.
H1Uncertainty buffer (%)Apply it when scope or volume is not yet stable.

2. Manual formulas and summary

CategoryFormulaUser result
Inference costA2 × A3 × B1 × A1
Retrieval and storage(A2 × C1 + C2) × A1
DataD1 + D2 × A1
Evaluations and monitoringE1 + E2 × E3 + E4 × A1
Operational support(F1 × F2 + F3) × A1
Errors and remediation(G1 × G2 + G3) × A1
Subtotal before bufferSum of the six categories
Uncertainty bufferSubtotal × H1%
TCO over period A1Subtotal + buffer

TCO is an assumptions model, not a guaranteed forecast. Record the source of each number and update the model after a pilot and whenever volume, model, data or quality requirements change.

3. Audit scoping brief

This brief does not calculate a price. It shows why an audit of a short, stable process can require a different scope from a multi-stage process with exceptions, several systems and a high error cost. Complete it before discussing an offer.

1. Process, steps and variants
2. Systems and integrations
3. Data, volume and quality
4. Risk and cost of error
5. Roles, teams and locations
6. Available evidence and documentation
7. Expected audit deliverables
8. Access, timing and constraints
Brief outcome: a confirmed scope, required materials, schedule, deliverables and individual audit price. We do not attach public rates to labels such as “simple”, “standard” or “complex”, because the same label can represent materially different work.
Do you need an audit scope for your process?
Save the worksheet as PDF and describe the process. After qualification, we will prepare the scope, assumptions, schedule and price for that specific case.
Send the process scope

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