CaseOps

CaseOps journal / Law firm workflows

Source-grounded recommendations for law firms

How law firms can review AI-assisted recommendations in CaseOps: matter context, supporting citations, missing facts, lawyer decisions and controlled access.

By Orchestrum Technologies LLP

The answer should survive opening the source

An associate has assembled the file. A partner needs to choose a next step. The useful question is not how persuasive a recommendation sounds. It is whether the reasoning can be checked against the record.

CaseOps puts matter-based recommendations into a reviewable record: options, rationale, supporting citations, assumptions, missing facts and a confidence label. The aim is to make the basis for a proposed action easier to inspect, rather than ask a lawyer to trust a standalone answer. Forum, authority, remedy and next-step recommendations remain decision support, not legal instructions or predictions of success.

From the matter record to a lawyer's decision

  1. Define the question and the scope

    Start in the relevant matter and choose the recommendation type and objective. Add the lawyer's thinking where it helps explain what the team is trying to decide. A precise question is more useful than a request to find the best possible strategy without a factual boundary.

  2. Establish what evidence is available

    Check the matter facts, relevant document versions and available authority context. An upload still being processed, a missing order or an incomplete source collection cannot support the same conclusions as a reviewed record. Where source context is insufficient, generation may be refused or confidence reduced. A refusal does not identify every gap for you.

  3. Compare the options, not just the first answer

    Read each option's rationale and its own supporting citations. Inspect risk notes, assumptions and missing facts before choosing a course of action. Where retained retrieval context is available, the sources panel also distinguishes authorities used from those considered but not cited. That context is not an exhaustive search of every relevant authority.

  4. Check the sources and the reasoning

    Open the cited authority or document using the available source path. Confirm that the passage supports the proposition, the facts match the matter and the legal position remains applicable. An inaccessible or unresolved source is a reason to pause reliance, not fill the gap with a plausible explanation.

  5. Record the review decision

    An authorized reviewer can accept an option, reject the recommendation or defer it. CaseOps retains recommendation decisions for review and audit. Recording a decision is not a court filing, client communication or permission to bypass the firm's separate approval process.

A citation is the start of review, not its conclusion

Generated output can contain legal or factual errors, including unsupported claims and incorrect citations. Retrieval and bounded citation checks support review; they cannot establish that every proposition is correct or that the available corpus is complete. A confidence label is not a probability of winning a case.

The lawyer must verify each authority, quotation and material fact against the source and current law. Check the relevant Act, provision, procedural stage and source version. Read surrounding passages and consider contrary authorities rather than treating a source link as an endorsement of the proposed conclusion. This article describes a workflow, not legal advice.

Keep the recommendation inside its authorized context

Review starts with the right to see the record. CaseOps separates tenant-private work from shared public authorities and applies matter-level access restrictions alongside role capabilities. Generating and deciding recommendations are permission-controlled actions. Broad team access is not permission to cross a restricted matter or an ethical wall.

Tenant AI policy and available source coverage also affect the workflow. A permission denial, disabled policy or unavailable source should be resolved through the appropriate owner, not by copying another client's material into a different workspace. Before circulating work, recheck the intended recipients and the firm's confidentiality requirements.

Five questions for the reviewing partner

  • Is this the right matter, objective and current document record?
  • Can we inspect the sources supporting the chosen option?
  • Which assumptions, missing facts or contrary authorities need attention?
  • Who is authorized to review, decide and receive this work?
  • Has the lawyer recorded a decision before any separate external action?

A useful handover leaves the next lawyer with the question, the evidence and the reason for the decision. That is the practical value of a source-grounded workflow: a recommendation the firm can examine, challenge and take responsibility for, rather than an answer it must accept on appearance.

Put the workflow in context

Explore the wider matter workspace in the product guide, or use the matter management checklist to evaluate how your team handles records, review and access. Start with a non-confidential sample and check the actual workflow rather than relying on a claim about legal outcomes.