Case Law Research Agent

The Case Law Research Agent researches South African case law and legislation across SAFLII and the databases you already license, such as Juta and LexisNexis. It produces structured research notes with full citations and pinpoint references, and checks whether each authority has been overturned, followed or distinguished in later judgments.

Ideal forLitigation attorneys

The difference

From 4-8 hours per research note to 1-2 hours

Attorneys and advocates spend their time analysing the law and building arguments rather than searching for it.

Done by hand

4-8 hours per research note

With the Vanine agent

1-2 hours

Time returned to your team

75%

Indicative figures. We measure your own baseline in the first fortnight so the numbers you see are yours.

Research that starts from the right place

The agent searches across free and licensed sources at once, so your team starts with the leading authorities rather than hours of keyword searching.

Authorities that still stand

Relying on a judgment that has been overturned on appeal is a real risk. The agent checks subsequent treatment and flags anything doubtful.

Notes ready for use

Research arrives as a structured memo with citations and pinpoints, ready to feed into an opinion, heads of argument or a client letter.

Capabilities

Cited South African research notes you can trust, in a fraction of the time.

Built for attorneys, advocates, candidate attorneys, pupils, in-house counsel and legal researchers in South African law firms, chambers and corporate legal departments.

Multi-source search

Searches SAFLII, legislation and Government Gazette sources, and your Juta and LexisNexis databases through your subscription, from a single research question.

Leading authority identification

Ranks judgments by court hierarchy, from the Constitutional Court and Supreme Court of Appeal to the High Court divisions, and explains which are binding on your matter.

Subsequent treatment checks

Traces how each authority has been treated in later judgments and flags where it has been overturned, distinguished or doubted.

Legislation and amendments

Identifies the current version of the relevant Act or regulations, notes amendments and flags provisions that have not yet come into force.

Cited research notes

Produces a research memo with issues, findings, full citations and pinpoint references, with every proposition linked to its source.

Internal knowledge reuse

Searches your firm's prior opinions and research notes in iManage or SharePoint so you build on work already done.

How it works

From your systems to a result you sign off

The attorney or advocate verifies the authorities and citations and gives the legal advice or opinion.

SharePointOutlookTeamsExcelWord
Any system you use
Connects

Connect the places your research files already live.

SAFLII, legislation sources, your Juta and LexisNexis subscriptions, and your firm's precedent opinions and research notes. Already use something else? We connect that too.

  • OpenAI Frontier
  • Your own AI platform or models
  • Microsoft 365 (Teams, SharePoint, Outlook, Excel)
  • Copilot Studio
  • SAFLII
  • Juta and LexisNexis SA (via your subscription)
  • Sabinet and the Government Gazette
  • iManage and NetDocuments
Works in

Runs in Teams, Word or OpenAI Frontier on request, using the models your organisation approves.

Multi-source search
Leading authority identification
Subsequent treatment checks
Legislation and amendments
Cited research notes
Internal knowledge reuse
Delivers to

A cited research memo in Word saved to the matter file, with links to every source.

Step by step

  1. 01

    An attorney poses a research question with the key facts.

  2. 02

    The agent searches SAFLII, legislation and your licensed databases.

  3. 03

    It identifies leading authorities and checks their subsequent treatment.

  4. 04

    It drafts a cited research memo with pinpoint references.

  5. 05

    The attorney or advocate verifies the sources and relies on the memo for advice.

Deployment

Runs inside the tools your team already uses

The same agent and the same cited output, delivered three ways: through the AI assistant you have rolled out, on a model you host yourself, or inside your own software.

Model Context Protocol

In the frontier assistant you already pay for

We publish the agent as an MCP server. Add it as a connector and your team calls it from the chat they use every day, with no new tool to learn.

Adopting frontier AI across your teams
Called from ClaudeMCP connected

"Search SAFLII for judgments on repudiation"

Toolcase_law_research.search_saflii
question
Repudiation and cancellation
courts
SCA, ConCourt, High Court
Returned146 judgments foundEvery finding linked to its source document
Self-hosted

On a model you host yourself

Run the agent on open-weight models in your data centre or private cloud. Your research files never leave your network, which keeps POPIA and data residency straightforward.

  • Llama
  • Mistral
  • Ollama
  • or any OpenAI-compatible endpoint
Sovereign AI on your infrastructure
Bespoke systems

Inside your own software

Trigger a run from your own workflows, and push the finished output into your ERP, GRC or reporting systems. We build the integration with your team.

  • REST API
  • Webhooks
  • Batch jobs
  • Embeddable review panel
Custom integrations from our software factory
Governance

Governed the same way, every route

Whichever way your team reaches the agent, identity, permissions and audit stay with your existing controls.

  • Single sign-on through Entra ID, Okta or Google Workspace
  • Reads only the documents each user is already allowed to open
  • Every tool call written to an audit log you can export
How your data is handled

DATA SECURITY & PRIVACY

Your research files stay yours.

The agent runs inside your tenancy, reads only what each task needs, and never trains on your research files. Every step is logged so your auditors can see exactly what it touched.

Built for regulated work.

+
WHAT THE AGENT KEEPSONLY THE OUTPUTENCRYPTED AT REST0 BIT AES0% DELETABLE0 TRAINING RUNS

YOUR RESEARCH FILES NEVER LEAVE YOUR ENVIRONMENT

Precision AI for Institutional Workflows

Build once.Deploy across teams.Improve over time.