Research

Design decisions behind responsible AI compliance

Papers documenting the design decisions behind Acompli — governance, compliance guidance, human factors, and the platform architecture that makes AI outputs defensible.

13 publications10 research areas
How to Estimate Your GDPR Fine Exposure: A Step-by-Step Guide
Compliance GuidesGlobal12 min read

How to Estimate Your GDPR Fine Exposure: A Step-by-Step Guide

A practical walkthrough of Article 83 fine caps, aggravating and mitigating factors, and how to brief executives on realistic exposure.

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DPIA Tools Compared: What Irish Organisations Should Look For
Compliance GuidesIE9 min read

DPIA Tools Compared: What Irish Organisations Should Look For

Five capabilities that separate an enterprise-ready DPIA platform from a spreadsheet-with-AI.

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When the AI Rewrites Its Own Instructions
Platform ArchitectureGlobal15 min read

When the AI Rewrites Its Own Instructions

Acompli’s agents can generate the prompts that govern their own future behaviour. The closed-loop architecture, governance properties, and why prompt-level modification is different.

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Dynamic Persona Selection in Real-Time Voice AI
Platform EngineeringGlobal10 min read

Dynamic Persona Selection in Real-Time Voice AI

How Acompli’s voice assistant detects conversation topic drift and switches the governing expert persona mid-session.

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Platform Engineering
Parallel Reasoning for Cross-Domain Compliance AssessmentsWhen a DPIA spans legal, technical, and operational domains, a single LLM prompt can’t optimise for all of them.
Platform Engineering
Copy-on-Write Prompt Versioning for Multi-Tenant AIHow Acompli lets each organisation fork, customise, and independently evolve AI prompt configurations.
AI Governance
Why Acompli Is Built for Governance, Not Auto-DraftingAcompli is built on the principle that AI should be governed first and useful second. Every output is auditable, traceable, and human-approved.
Data Strategy
The Self-Reinforcing Data Lifecycle: Building Institutional KnowledgeEvery validated assessment is an input to the next — institutional knowledge compounds rather than decays.
Human Factors
The Psychology of DPIA Completion: Why Experts StruggleWhy skilled privacy professionals still find DPIAs painful — and what the tooling has to change to help.
Productivity
Automating the Administrative Burden: Intelligent Risk IdentificationHow pattern-matched risk surfacing lets assessors spend their time on judgement, not transcription.
Team Scale
Acompli Is Built to Scale the Privacy Function, Not Sideline ItThe platform expands what a DPO’s office can cover — rather than replacing the judgement calls only people can make.
Records & Governance
GDPR RoPA Requirements in Ireland and the UKA side-by-side comparison of Article 30 obligations under EU GDPR and UK GDPR, with best practices for maintenance.
Data Transfers
Transfer Impact Assessments under GDPR: Compliance GuideWhat the DPC and ICO expect in a TIA, how to document safeguards, and how to keep it current as suppliers change.

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