JSE Listing Analysis Agent

The agent analyses pre-listing statements and prospectuses for JSE Main Board, AltX and other SA exchange listings. It extracts the financials, identifies regulatory and governance risks, benchmarks valuation against peers and brings everything together in a structured investment thesis for your committee.

Ideal forAsset management teams

The difference

From 3-4 weeks to 4-6 hours

Your team can assess more listings, meet management better prepared and give the investment committee a stronger recommendation within the offer window.

Done by hand

3-4 weeks

With the Vanine agent

4-6 hours

Time returned to your team

90%

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

Tight bookbuild windows

Listing timetables leave little room for weeks of document review. The agent gives your team a full first pass quickly so you can engage with the issuer and advisers early.

Governance and transformation in view

B-BBEE ownership, board composition, remuneration policy and King IV or King V application are extracted alongside the numbers, so nothing material is missed.

Committee-ready structure

Bull and bear cases, valuation ranges and key drivers arrive in a consistent format your investment committee can compare across deals.

Capabilities

From pre-listing statement to investment thesis in hours, not weeks.

Built for SA asset managers, cornerstone investors, corporate finance advisers, JSE sponsors and analysts assessing new listings.

Automated financial extraction

Pulls revenue, profitability, cash flow and growth metrics from pre-listing statements, prospectuses and historical financial information, normalising data across periods for trend analysis.

Risk factor identification

Extracts and categorises risk disclosures, flagging regulatory, competitive, operational, B-BBEE and market-specific risks that could affect valuation.

Comparable company analysis

Identifies JSE-listed and international peers, extracts trading multiples and calculates valuation ranges to benchmark the listing price.

Business model assessment

Analyses revenue streams, customer concentration, unit economics and competitive position to judge how sustainable and scalable the business is.

Management and governance review

Extracts executive backgrounds, board composition, remuneration policy, B-BBEE ownership and King IV or King V application to assess leadership quality and shareholder alignment.

Investment thesis synthesis

Consolidates the analysis into a structured thesis with bull and bear cases, valuation views and key decision drivers for your investment committee.

How it works

From your systems to a result you sign off

Start an analysis in Teams or OpenAI Frontier as soon as the pre-listing statement is published.

SharePointTeamsExcelWordOutlook
Any system you use
Connects

Connect the places your investment notes already live.

Pre-listing statements, prospectuses, SENS announcements, and peer data from your licensed market data sources. Already use something else? We connect that too.

  • OpenAI Frontier
  • Your own AI platform or models
  • Microsoft 365 (Teams, SharePoint, Word, Excel)
  • Copilot Studio
  • JSE SENS and pre-listing statements
  • Bloomberg, LSEG, IRESS (within your data licence)
  • Your investment committee templates
Where you use it

Start an analysis in Teams or OpenAI Frontier as soon as the pre-listing statement is published.

Automated financial extraction
Risk factor identification
Comparable company analysis
Business model assessment
Management and governance review
Investment thesis synthesis
Where outputs land

Financial extracts and peer tables land in Excel and the thesis in Word on SharePoint, ready for your analysts to refine and present. The investment decision stays with your committee.

Step by step

  1. 01

    A pre-listing statement or prospectus is published.

  2. 02

    The agent extracts financials, risks, governance and business model data.

  3. 03

    It builds a peer set and calculates valuation ranges.

  4. 04

    It drafts a structured investment thesis with bull and bear cases.

  5. 05

    Your analyst reviews and refines the thesis before it goes to the investment committee.

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

"Extract five years of financials from the PLS"

Tooljse_listing_analysis.extract_financials
listing
Main Board IPO
peers
6
ReturnedTables ready in ExcelEvery 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 investment 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 investment notes stay yours.

The agent runs inside your tenancy, reads only what each task needs, and never trains on your investment 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 INVESTMENT NOTES NEVER LEAVE YOUR ENVIRONMENT

More agents

More agents we build for South African enterprises

Each one is built on the same foundation: your documents, your rules, and your people signing off.

Precision AI for Institutional Workflows

Build once.Deploy across teams.Improve over time.