Your corporate communications and annual report are being read by systems you cannot see.
AI systems are already interpreting your corporate communications. They are forming judgements, generating summaries, and making inferences at scale. Jones+Palmer’s GLASSBOX shows you what they see, before the market acts on it.
The Problem: AI can feel like a black box between your corporate communications and your reputation.
We built Glassbox so you can see what AI sees, before the market does.
Every analyst briefing, every governance statement, every strategic narrative in your annual report is now source material for AI systems, from investor research tools to regulatory screening engines. But you can't see inside the process.
Most don't know what an LLM concludes when it reads your Chair's statement, how it summarises your strategy, or what connections it invents between your risk disclosures.
That's the black box.
When an LLM infers something you didn't say, or invents connections you did not make, the reputational risk still lands on you. And it's harder to detect, harder to correct, and harder to explain to the board than a misquote.
What Glassbox does and aligns with
As AI systems increasingly shape stakeholder understanding, GLASSBOX aligns with the FRC’s 2026 guidance by helping organisations stress-test communications before AI interpretation becomes market perception. Combining AI analysis with human expertise, GLASSBOX can also assist organisations identify risks, understand interpretation across sector and company-specific issues, and strengthen how narratives, disclosures and financial messaging are understood.
Inference audit
See what an LLM concludes from your report, the gaps it fills, the claims it invents, the connections it assumes.
Hallucination mapping
Identify where your language creates ambiguity that AI systems resolve incorrectly and where that creates material risk.
Narrative resilience score
A clear, defensible measure of how accurately your corporate narrative survives AI interpretation.
Remediation guidance
Expert-validated recommendations to close the gaps. Not AI-generated fixes, human-led editorial counsel.
AI-assisted research is already changing how companies are discovered, summarised and assessed.
Your reporting team proofs for human readers. Your legal team checks for regulatory compliance. Who is checking what an LLM concludes when it reads your Chair's statement?
GLASSBOX fills that gap, sitting between your communications team and the AI systems that now mediate how your story reaches the market.
Built for
Co-Sec
Governance Assurance
Reporting Team
Narrative Integrity
IR
Market confidence
How it works
Three steps. Full transparency. No black boxes.
Step 1
Upload
Upload your annual report or simply your company name.
Step 2
Stress-test
Multiple independent AI interpretation layers test how large language models retrieve, summarise, infer and draw conclusions from your communications.
Step 3
Assurance report
Receive three independent reports and one consolidated view showing where inference, ambiguity and hallucination risk matter most, alongside expert remediation guidance.
See what AI sees in your report
Request a confidential GLASSBOX assessment for your next corporate communications cycle.
