JSE Disclosure Analysis Agent

The agent reads integrated annual reports, annual financial statements, interim results and SENS announcements, then compares risk disclosures, summarises management commentary and extracts the information that matters. It tracks what changed from one period to the next and links every finding to its source, so your team moves from reading to judgement in minutes.

Ideal forSell-side research teams

The difference

From 2-4 hours per filing to 5 minutes

Your analysts cover more companies each results season and spend their hours on judgement, not on reading and re-reading filings.

Done by hand

2-4 hours per filing

With the Vanine agent

5 minutes

Time returned to your team

95%

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

SENS moves prices

Trading statements and cautionary announcements can shift a share price the day they are released. The agent tracks them alongside results so your view is current before the market moves on.

Change detection without the page-turning

Spotting reworded principal risks or a new going concern note usually means comparing hundreds of pages by hand. The agent surfaces every added, removed or reworded passage for you.

Cited, defensible findings

Every summary and extracted figure links back to the page it came from. Your research notes, sponsor reviews and governance papers rest on evidence you can check.

Capabilities

Every integrated report, results release and SENS announcement, analysed in minutes.

Built for JSE sell-side and buy-side analysts, JSE sponsor firms, and the company secretaries and governance teams of JSE-listed issuers.

Year-on-year change detection

Compares the latest integrated annual report, AFS or interim results with prior periods and highlights added, removed or reworded text in key sections such as principal risks and going concern.

Management commentary summary

Reads the CEO, chair and CFO reviews and the operating and financial review, and produces a concise, plain-language summary of management's view of performance and outlook.

Risk and trading statement analysis

Extracts and categorises stated risks and tracks trading statements, cautionary announcements and other SENS releases to show how a company's risk profile and earnings expectations are shifting.

IFRS notes and accounting policy review

Analyses the notes to the IFRS financial statements to surface revenue recognition, contingent liabilities, headline earnings reconciliations and changes in accounting policy.

Custom topic search

Finds every mention of a theme across a report, such as load-shedding, B-BBEE ownership, exchange control or a new product line.

Peer group comparison

Processes annual reports across a JSE peer group to compare strategies, principal risks, and remuneration policies and implementation reports at scale.

How it works

From your systems to a result you sign off

Ask it in Teams or OpenAI Frontier for a single company, or schedule it to run as new SENS releases and results land.

SharePointOutlookTeamsExcel
Any system you use
Connects

Connect the places your research notes already live.

SENS announcements, integrated annual reports, AFS and interim results, plus your own research notes and licensed market data where your licence allows. Already use something else? We connect that too.

  • OpenAI Frontier
  • Your own AI platform or models
  • Microsoft 365 (Teams, SharePoint, Outlook, Excel)
  • Copilot Studio
  • JSE SENS announcements and company reports
  • IRESS, Bloomberg, LSEG (within your data licence)
  • Your research notes and document library
Where you use it

Ask it in Teams or OpenAI Frontier for a single company, or schedule it to run as new SENS releases and results land.

Year-on-year change detection
Management commentary summary
Risk and trading statement analysis
IFRS notes and accounting policy review
Custom topic search
Peer group comparison
Where outputs land

Change reports, summaries and peer tables are saved to SharePoint or Excel, ready for your analysts to review and build into research.

Step by step

  1. 01

    A new report, results release or SENS announcement is published, or an analyst asks for a review.

  2. 02

    The agent collects the document and the prior-period equivalents.

  3. 03

    It detects changes, summarises commentary and extracts risks, notes and topics with citations.

  4. 04

    It produces a change report and, where requested, a peer comparison.

  5. 05

    Your analyst reviews the findings and finalises the research view.

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

"What changed year on year in the integrated report?"

Tooljse_disclosure_analysis.detect_changes
issuer
JSE-listed issuer
years
2025 vs 2026
Returned18 material changesEvery 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 notes 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 notes stay yours.

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

Built for regulated work.

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

YOUR RESEARCH NOTES NEVER LEAVE YOUR ENVIRONMENT

Precision AI for Institutional Workflows

Build once.Deploy across teams.Improve over time.