Investor Relations Q&A Agent
The agent analyses analyst reports, peer results, sell-side research and market commentary to anticipate the questions your management team will face. It builds a Q&A briefing pack with suggested talking points aligned to your guidance and disclosure policy, and flags where answers could stray into price-sensitive territory.
Ideal forInvestor relations teams
The difference
From 3-5 days to 2-4 hours
Your IR team spends results week rehearsing with management and engaging investors, not assembling briefing documents.
Done by hand
3-5 days
With the Vanine agent
2-4 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.
Disclosure risk is real
An unguarded answer on a results call can amount to unpublished price-sensitive information under the JSE Listings Requirements. The agent flags those topics early so legal and your sponsor can set guardrails.
Days of preparation become hours
Reading every analyst note and peer presentation before results is a heavy lift for a small IR team. The agent does the reading and gives you a focused pack.
Consistent messaging
Talking points are checked against your previous guidance and trading statements, so management speaks with one voice across calls and roadshows.
Capabilities
Walk into every results presentation ready for the questions analysts will ask.
Built for investor relations teams at JSE-listed companies, IR consultancies and CFO offices.
Analyst sentiment analysis
Analyses recent analyst reports, research notes and rating changes from SA and global brokers to identify areas of concern, scepticism or heightened interest likely to surface in Q&A.
Peer results intelligence
Reviews JSE and global peer results presentations to identify trending questions, sector-wide concerns and topics analysts are pressing other companies on.
Market context integration
Incorporates recent market events, regulatory changes and macroeconomic developments such as SARB rate decisions, rand moves and policy reforms that may drive questions.
Historical question tracking
Keeps a record of questions from previous presentations and roadshows, tracking which analysts ask about which topics over time.
Suggested response frameworks
Drafts talking points aligned with your messaging and consistent with previous guidance, trading statements and your disclosure policy.
Price-sensitive information flags
Highlights topics where answers could amount to unpublished price-sensitive information under the JSE Listings Requirements, helping legal and sponsor teams set guardrails.
How it works
From your systems to a result you sign off
Run it in Teams or OpenAI Frontier ahead of results, roadshows or investor days.
Connect the places your IR records already live.
Analyst reports and research notes, peer results on SENS, your past presentations, transcripts and roadshow notes in SharePoint or your IR CRM. Already use something else? We connect that too.
- OpenAI Frontier
- Your own AI platform or models
- Microsoft 365 (Teams, SharePoint, Outlook, Word)
- Copilot Studio
- JSE SENS and peer company reports
- Broker research and market data (within your licence)
- Your IR CRM and roadshow records
Run it in Teams or OpenAI Frontier ahead of results, roadshows or investor days.
The Q&A briefing pack is saved to SharePoint as a Word document, ready for review by IR, the CFO, legal and your sponsor before it reaches management.
Step by step
- 01
Results or a roadshow date is set and the IR team starts preparation.
- 02
The agent gathers analyst research, peer results, market news and past Q&A.
- 03
It identifies likely questions and drafts talking points aligned to your guidance.
- 04
It flags topics that carry price-sensitive information risk.
- 05
IR, legal and your sponsor review and approve the pack before management briefing.
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.
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.
"What are analysts most worried about?"
- event
- Results roadshow
- analysts
- 14
On a model you host yourself
Run the agent on open-weight models in your data centre or private cloud. Your IR records never leave your network, which keeps POPIA and data residency straightforward.
- Llama
- Mistral
- Ollama
- or any OpenAI-compatible endpoint
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
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 we deliver it
One agent, three ways to hold it
Start where your team already works, then take it as far into your systems as the value justifies.
DATA SECURITY & PRIVACY
Your IR records stay yours.
The agent runs inside your tenancy, reads only what each task needs, and never trains on your IR records. Every step is logged so your auditors can see exactly what it touched.
Built for regulated work.
+YOUR IR RECORDS 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.
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