AI pulls the fields you asked for, but hands back a flat list with no way to tell which values it read from the document and which it guessed. Here's how to make each extracted value carry its source quote, location, and a review flag — so you can check the result instead of trusting it.
An AI summary reads perfectly, but you can't tell if every sentence is in the source or whether a "may" hardened into a "will." Here's how to review AI output claim-by-claim against the document it came from, so unsupported and overstated claims surface before you rely on them.
Give AI several sources and it pours them into one bowl — attributing Source A's claim to Source B, averaging a real conflict into a smooth "customers generally think," and calling it consensus. Here's how to keep each source separate and attributed so the facts stay traceable to where they came from.
Open a fresh chat, type "continue where we left off," and the model just guesses — it knows nothing about the project, the decisions, or the goal. Here's how to assemble a short context packet first, so a new chat starts aimed instead of blind.
AI summaries read clean but quietly distort — an exception dropped, a "may" turned to "will," a target read as a guarantee. Here's how to summarize a document faithfully: scope it, name what must be preserved, keep the caveats, and check it back against the text.
"Cite sources" gets you one citation for a whole answer. Here's how to make AI attach a source quote and location to every factual claim, label quote vs paraphrase vs interpretation, and flag anything unsupported — so checking a claim is a glance, not a hunt.
Ask AI to "summarize these sources and list the findings" and one interview becomes "customers," a real disagreement disappears, and no claim shows its source. Build an evidence table instead: one row per claim, with its source, exact quote, and how strong the support really is.
Three sources disagree, you ask AI which is right, and it hands you a confident average that folds a sales objection into a churn analysis. Resolve conflicting sources with AI: map the conflict, compare scope and method, and keep "unresolved, needs review" a real outcome.
Context & Long Documents
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