An evidence review workspace

A source link next to a sentence is a starting point for review. An editor still needs to open the material, find the relevant passage, and decide whether it supports what the sentence actually says. LLMCitations.com could support a workspace that makes those steps easier to organize. This illustrative concept serves research and editorial teams whose work depends on inspecting evidence before a document leaves the team.

Choose a narrow first document type

The initial customer could be a small research group producing weekly industry briefings. Its writers use public reports, product documentation, and interviews. The team needs a way to track which claims have been checked and which require a correction. A first offer could cover a single briefing format, with a limited number of source documents and two reviewer roles.

The product's basic unit would be a claim connected to a passage. A reviewer sees the draft sentence, the proposed source, the relevant extract, and enough surrounding context to understand its scope. The reviewer records a decision and a reason. The workspace then returns unresolved items to the writer, instead of turning every link into an automatic approval.

Make the review decision explicit

Useful decisions could include supported, partly supported, contradicted, and unable to verify. Each status needs a short operational definition. Supported means the passage establishes the claim as written within the review's scope. Partly supported means some wording extends beyond the evidence. Unable to verify covers access problems and missing context, so a reviewer does not have to guess just to clear the queue.

Anthropic's citations documentation describes a feature that returns valid pointers into supplied documents. That could help build the passage navigation. Pointer validity and the reviewer's judgment remain separate concerns: a location can exist in a document while the sentence attached to it still overstates what the passage establishes.

A worked editorial handoff

Consider a hypothetical briefing about a manufacturer's new repair policy. The draft says that every product receives free repairs for five years. The cited policy page actually applies to a named product range and excludes accidental damage. A reviewer marks the claim partly supported and identifies both missing qualifications.

The writer revises the sentence to name the eligible range and describe the relevant limits. The reviewer then checks the new version against the same policy revision. The record preserves the original sentence, the change, and the final decision. This is valuable because the next editor can understand the reason for the wording without repeating the entire conversation.

Now imagine that the policy page changes after publication. A stored review date and a document version help the team understand what it checked at the time. Retaining a permitted source copy or a precise excerpt can support that record, subject to access rights and retention rules. The product should make those choices visible during setup rather than quietly collecting every uploaded document forever.

Design the queue for real use

A writer should be able to submit a claim from the drafting environment without completing a long form. A reviewer should be able to move through related claims from the same document. An editor should see which unresolved items block publication. These are distinct views of the same work, and they deserve separate attention in a prototype.

The first version could use a simple list with filters for document, owner, and status. Fancy scoring would add little if reviewers cannot distinguish an access problem from a substantive disagreement. A short explanation field matters more. It gives the writer enough information to repair the claim and helps the team identify recurring problems in its drafting habits.

Test with a deliberately mixed set

A pilot should contain clear matches, subtle overstatements, and claims whose sources cannot be reached. Include examples where a sentence contains two factual assertions but the citation supports only one. Include a current claim attached to an old source. The point is to learn whether the interface helps reviewers make and explain decisions consistently.

The ALCE research paper evaluates generated answers using separate dimensions that include citation quality. That separation is useful background for product design. A fluent answer and a well-supported answer are different things to inspect. The proposed workspace would focus on the human review record rather than claiming that a single score certifies an entire document.

Earn adoption through one editorial team

A plausible distribution route is a working sample built with an editor who can describe the current handoff. The operator could offer a limited pilot on a completed public briefing, then compare the proposed workflow with the team's existing comments and spreadsheets. The goal is to learn whether the workspace reduces lost decisions and makes unresolved evidence easier to find.

Execution would require secure document handling, sensible permissions, source access controls, and a clear retention policy. The operator would also need to decide which document formats to support and how much of the review remains manual. Sensitive research deserves a deliberate security review before it enters a new service.

A useful next step is a twenty-claim prototype from a small, permitted document set. Ask two reviewers to use the same status definitions and discuss their disagreements. Their feedback will reveal more than a polished landing page. If this is the business you want to build around LLMCitations.com, send an acquisition inquiry with the proposed first customer and review workflow. Operating partnership proposals can describe the product contribution and who would be responsible for delivery.