AI bookkeeping investigations: what to deliver before charging separately
To price AI bookkeeping investigations separately, first agree on fees and the record delivered if no cause is found.
Key points
- Separate investigation from repairs
- Define the record when no cause is found
- Set extension terms and human review
Overview diagram in preparation
Contents
Separate the investigation scope from repairs
A&A perspective
Cause investigation means using records to establish why a discrepancy or fault occurred. Treating it separately from repairs leaves room for a separate estimate when there is a record you can deliver to the client even if you do not find the cause.
Hypothetical example
Suppose a bookkeeping client says that incoming payments do not match the books. Having AI compare the transactions might narrow the candidates faster. Finishing the comparison, however, is separate from having permission to correct the books.
From the sources
In an article dated September 15, 2026, Anthropic introduced HireEffect, a US provider of bookkeeping, payroll and HR services. It reports that HireEffect used Claude to identify the 16 transactions behind a $13,000 discrepancy in a client's books.
From the sources
The investigation covered tens of thousands of transactions over two and a half years on PayPal, the payments service. This is an account from the AI provider. It does not state the investigation fee or whether investigation was billed separately from corrections.
A&A perspective
Automate & Augment (A&A), the organization writing this article, thinks a separate investigation estimate should begin with what you deliver, before considering speed. A record of the materials checked and what was established helps the client decide whether to find more records or proceed to corrections.
A&A perspective
The service being sold here is not an AI system. The question is how to take on the investigation step within your own bookkeeping or operations support service. The scope includes both AI proposing candidates and a person checking the evidence.
Hypothetical example
For example, define investigation as comparing the payment list and books you received, then returning possible discrepancies and their evidence. Correcting the books or contacting the client becomes separate work agreed after reviewing the findings. This is a hypothetical workflow.
A&A perspective
If you promise only to find the cause, what counts as completion remains unresolved when you cannot identify it. A promise to deliver an investigation record lets you agree with the client on its contents and intended use before starting.
Define the record you deliver when no cause is found
A&A perspective
The record you deliver when no cause is found should distinguish the scope examined, what was confirmed and what remains unconfirmed. A report saying only that AI investigated but found nothing does not tell the client what to check next.
From the sources
Gumloop, a workflow automation service, published its own support workflow on February 17, 2026. An investigating AI examines relevant documents and records according to the type of problem; another AI turns those findings into a response for the customer.
A&A perspective
This is an example of separating investigation from communication, not evidence for a separate investigation fee. A&A thinks bookkeeping services should likewise keep a step that turns comparison results into a report the client can use to decide what happens next.
A&A perspective
Begin the record with the types of documents received, the period covered, their versions and when they were obtained. Then record what was compared and which rows or transactions support each finding. Give a person a route back to the original records instead of simply pasting the AI response.
Hypothetical example
Suppose you suspect a deducted transfer fee. If matching the statement against the books establishes that the difference is absent, you can rule that candidate out within those records. If the statement has not arrived, the candidate is unconfirmed; it has not been ruled out.
A&A perspective
Mixing these states could lead the next person to overlook an unconfirmed cause while assuming the investigation is complete. We think the fields for what was examined and what was ruled out should stay separate.
A&A perspective
When you find the cause, deliver the relevant transactions, evidence and a proposed correction. When you do not, deliver the scope examined, the candidates ruled out and the remaining questions. Do not count an area you could not examine because of missing records as investigated.
A&A perspective
Being able to produce a record does not guarantee that a client will accept a separate fee. The test is whether receiving it helps them decide what to commission next or check internally. A client who values only identification of the cause needs a different proposal.
| Decision point | Cause identified | Cause not identified |
|---|---|---|
| Record delivered | Relevant transactions, evidence and proposed correction | Scope examined, candidates ruled out and open questions |
| Completion check | A person verifies the evidence and delivers the agreed record | Deliver the agreed record with unresolved questions retained |
| Next work | Agree on the correction scope | Agree on additional records and investigation scope |
Put extension terms and human review in the estimate
A&A perspective
The estimate should name the conditions for finishing, the conditions for extending the investigation and the person who checks the record. Even when AI produces candidates quickly, the work and cost of having a person verify the evidence remain.
A&A perspective
A&A proposes putting the investigation scope and deliverables on one page. Alongside the records covered, the comparisons and the report, state what counts as completion and how any wider scope will be handled. Before setting a price, make sure you and the client picture the same work.
Hypothetical example
For a hypothetical bookkeeping investigation, the estimate could say: “Compare the payment list and books already received, then submit possible discrepancies and a verification record.” The promise includes recording unresolved questions and additional records needed even if no cause is identified.
Hypothetical example
If the investigation requires a statement from another account, do not automatically widen the scope. Return what the current records establish, then agree with the client on the extra records, work and treatment of fees before continuing.
A&A perspective
Let AI organize candidates and draft comparisons, while a person checks whether they match the original records and whether the explanation holds up. Naming the reviewer separately from the client contact who receives the final report helps prevent the work from ending with an unclear reporting destination.
A&A perspective
When trying this, review past cases where you can use them and record investigation, reporting and human checking time separately. One approach is to include AI usage fees and report revision time, then check whether the client could use the report for their next decision.
A&A perspective
For a short, routine investigation, the burden of explaining a separate scope can outweigh the benefit. You can instead include investigation in the repair estimate and explicitly describe its scope. Charging separately is not an end in itself.
A&A perspective
A&A has not measured revenue or client responses from this approach. It is a proposal for building an estimate around what the client receives and what people remain responsible for, rather than turning shorter AI-assisted work directly into a price cut or an unchanged price.
Summary
A&A perspective
Separating the scope investigated with AI from repairs makes it easier to decide what you will deliver to complete the work.
A&A perspective
When the cause remains unknown, one option is an investigation record that separates confirmed findings from unresolved questions.
A&A perspective
Whether you can agree on extension terms and human review responsibilities is a factor in deciding to prepare a separate estimate.
Separating the scope investigated with AI from repairs makes it easier to decide what you will deliver to complete the work. When the cause remains unknown, one option is an investigation record that separates confirmed findings from unresolved questions.
FAQ
Can I charge for an investigation if I cannot find the cause?
This article alone cannot establish whether you can charge. Before starting, you need to agree with the client on what you will deliver to complete the investigation and how fees will be handled. This article addresses the work scope in an estimate, not a legal entitlement to payment.
Can I put AI's suggested causes straight into the investigation report?
You can retain them as unconfirmed candidates, separately from verified causes. A person should check which parts of the original records support them; candidates without support can remain explicitly unconfirmed in the report.
Is it wrong to put investigation and repairs in one estimate?
Combining them is an option. For a short investigation with a set procedure, explicitly listing the included records and checks may be easier to understand. Even when you bundle them, decide in advance how additional records or a longer period will be handled.
Sources & editorial note
Primary pages read for this article. Publication dates below belong to the sources; access dates record our research.
- Claude for Small Business launches new workflows, integrations, and training programs
Anthropic · 2026-09-15
Accessed 2026-10-28 - Supporting the world’s most AI-native companies with a 2-person team
Gumloop · 2026-02-17
Accessed 2026-10-28