
Advice

From Suspicion to Strategy: Manage Internal Matters With Early Resolution Analysis
- eDiscovery
Internal investigations often begin with a trigger — a flagged communication, an employee complaint, an audit discrepancy, or a policy breach. What happens next depends on how quickly and effectively teams can uncover the facts, validate findings, and take action.
Whether the issue falls under compliance, employment, ethics, or operational risk, the investigation process should be precise, timely, and defensible. But too often, it is delayed by disconnected systems, overreliance on outside providers, or workflows that were built for litigation, not internal matters.
Investigations are different. They move fast, evolve quickly, and often require targeted analysis, not large-scale review. They call for a different approach — one that brings early insight, control, and flexibility to the people managing the matter.
Build Insight Early Without Relying on Outside Support
When matters arise, teams need to understand the scope quickly. Who was involved? What was communicated? When did it happen? Which systems hold the relevant data?
eDiscovery software designed for internal matters supports Early Data Assessment (EDA) — enabling users to upload, filter, and search data by file type, date range, or custodian to quickly reduce volume and identify priority content. From there, Early Case Assessment (ECA) workflows enable teams to interrogate data more deeply, uncovering the documents and communication threads that matter.
This approach enables a new kind of proactive response: Early Resolution Analysis (ERA). Rather than waiting to build a formal case, teams can begin analysing key facts — connecting actors to events and identifying potential risks before they escalate. This work informs whether further action is needed, or whether a swift internal response will suffice.
Ask Better Questions, Get Clearer Answers
Conversational AI plays a key role in early resolution analysis. Investigators can pose complex, natural language questions as soon as documents are uploaded:
"Summarise key facts about the head of operations in relation to the vendor complaint."
"List communications mentioning both Project Atlas and Q4 restructuring."
"Generate a timeline of emails between Procurement and Legal between July and September."
AI delivers structured responses, grounded in the content of the documents. Links to key files, supporting annotations, and multilingual coverage ensure the analysis is comprehensive and actionable. Teams can test different avenues of inquiry, refine their scope, and retain a history of interactions — all within the same secure workspace.
This capability goes beyond traditional legal AI tools. It is not focused on legal research, drafting, or prediction. Instead, ERA helps legal and investigations teams work directly with their data — interrogating it, understanding relationships, and generating insight that supports strategic decision-making.
Investigate Now, Prepare for What Follows
Internal investigations rarely follow a fixed path. Some conclude with a closed file. Others move into depositions, regulatory disclosure, or may be resolved through settlement. Teams need tools that support continuity without adding friction.
When deposition preparation and production become necessary, work done during the investigation carries forward. Teams can combine witness fact sheets with document citations and other data insights to complete deposition preparation memos in days rather than weeks.
For matters that progress toward hearing or trial, integration with post-discovery litigation tools ensures a seamless transition to accelerate case building, depositions, bundle creation, exhibit management, and AI transcript analysis. This helps legal teams remain efficient while continuing to build and present the case effectively.
Control the Workflow Without Inflating Costs
Service-heavy models and rigid licensing structures are rarely a good fit for internal investigations. They delay response time, limit flexibility, and drive up cost — especially when outcomes are uncertain.
With flexible, self-directed platforms, teams can manage investigations themselves:
- Collect and ingest data, then use Early Data Assessment to filter and narrow the scope.
- Use Early Resolution Analysis to surface key facts and potential risks.
- Run Early Case Assessment workflows to evaluate the scope, context, and strength of the matter, and prepare for production or depositions.
All of this can be completed without involving a service provider or law firm. Built-in AI capabilities help accelerate time to insight, allowing teams to focus on decisions rather than data handling. It gives teams the clarity to move from suspicion to resolution before matters escalate.
This model allows legal, compliance, HR, and operational teams to respond faster, act with confidence, and keep control over sensitive matters.
Rethink What’s Possible in Internal Investigations
Investigations don’t wait for formal proceedings. The ability to ask questions the moment documents are available, identify issues quickly, and respond early can make the difference between resolving a matter or letting it escalate.
eDiscovery platforms with integrated, purpose-built conversational AI offer an effective way to analyse internal matters. These tools support early data reduction, deeper analysis through early case and early resolution workflows, and building deposition preparation materials and litigation assets before matters formally escalate.
Most internal matters never make it to trial, but how you manage the first days of an investigation often determines the outcome. With the right tools, you can move from suspicion to strategy — faster, more confidently, and on your own terms.
Joseph Lin, Vice President, Product Management, Epiq
As Vice President of Product Management at Epiq, Joseph Lin and his team lead the innovation of proprietary products at Epiq, transform ideas into reality, and continue to bring the most effective solutions to the legal industry.
Joseph has a long and positive history with Epiq. He led Epiq’s Operations team globally for 10+ years. As VP of Operations, he integrated multiple acquired companies into one single operating workflow to maximize profitability, led collaboration across global offices to maximize efficiency and effectiveness, and fostered a success-oriented and result-driven environment within his division.
With 20 years of experience in operations management, product management, financial planning, and merger and acquisition, Joseph has developed many skills and experiences in these areas. He is an innovative and effective executive, using his years of experience to define product vision and strategy for Epiq to better support its customers.
The contents of this article are intended to convey general information only and not to provide legal advice or opinions.