What each tool actually does (and the part the sales deck skips)
**Westlaw KeyCite** is the original computational citator — born in 1997 as a digital evolution of the Shepard's printed system Thomson Reuters acquired and then strategically de-emphasized after Lexis won the Shepard's trademark in 1999. KeyCite's job is to apply colored flags to every cited case (red for overruled in part or whole, yellow for negative treatment, blue striped for appellate history) and surface every subsequent citing reference. In 2025, Thomson Reuters layered AI-Assisted Research on top of KeyCite that writes a one-paragraph summary explaining why a case was overruled and which holding survived — the feature that finally answered the lawyer's actual question, which was never 'is this case good law' but 'is this proposition still good law.'
**Lexis Shepards** is the rival and, in many practice areas, the better dataset. Shepards introduced editorial signals (the famous 'distinguished by' versus 'criticized by' versus 'questioned by' granularity) decades before KeyCite copied them, and Shepards still classifies treatment more aggressively than Westlaw — meaning a Shepards yellow flag often appears weeks before KeyCite catches up. The 2025 Protégé AI integration added a treatment-summary feature comparable to Westlaw's, and at $150 per seat per month for Lexis+ Essential (https://www.lexisnexis.com/en-us/products/lexis-plus.page), it is the cheapest credible AmLaw-grade option.
**Bloomberg BCite** is the one most lawyers underestimate. Bloomberg Law treats BCite as a feature, not a flagship — but the underlying citator is genuinely competitive for federal cases and dramatically better than KeyCite or Shepards for regulatory citations, SEC no-action letters, IRS rulings, and PTAB decisions. If you do M&A, capital markets, tax, or admin law, BCite's integration with the docket and agency data is the only credible offering. At $450 per seat per month flat (https://pro.bloomberglaw.com/pricing/), it is priced as part of the broader Bloomberg Law bundle and you cannot buy BCite alone.
**vLex Vincent AI** is the 2024-2026 disruptor and the only tool on this list that rethinks the citation workflow rather than digitizing the index-card model. Vincent is a multi-jurisdiction AI agent that takes a legal question, retrieves cases across US, EU, UK, and LATAM corpora, drafts an answer with citations, and then re-checks those citations against a treatment graph before returning. The negative-treatment dataset is thinner than KeyCite or Shepards for US-only work, but for international disputes, EU regulatory matters, or any cross-border work, Vincent at $95 to $195 per seat per month (https://vlex.com/vincent-ai) is the only credible option under $400.
**Casetext CARA AI** is the awkward one. Thomson Reuters bought Casetext for $650 million in 2023 specifically to absorb CARA into CoCounsel, which means CARA no longer exists as a standalone product. You access it inside CoCounsel at roughly $500 per seat per month (https://casetext.com/cocounsel/) or as an add-on inside Westlaw Edge. CARA's distinctive workflow is the brief-upload model: feed it your draft motion, it returns every cited case with its KeyCite status plus suggestions for cases you missed. For brief-writers this is the killer app; for general research it is overkill.
The part the sales decks skip: all five tools miss things. KeyCite misses unpublished district court decisions for two to six weeks. Shepards misses some state appellate criticism that runs through specialty reporters. BCite's case-law coverage is shallower outside SDNY and Delaware. Vincent's US treatment graph is still maturing. CARA depends on whatever underlying corpus its host provides. Treat any single citator as necessary but not sufficient for high-stakes brief filing.