Case Study: Putting Executive Hours Back on the Calendar with a Custom AI Assistant

Case Study: Putting Executive Hours Back on the Calendar with a Custom AI Assistant

Reclaiming up to 400 executive hours annually through a fast-to-deploy, Copilot-based AI agent built for high-volume legal and deal workflows.

Christopher Sayadian

Christopher Sayadian

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🧭 Overview

A Los Angeles-based independent film studio — and longtime Handled IT Partners client — turned to us with a different kind of question: could AI meaningfully reduce the time their senior legal executive spends buried in long, complex email threads?

In a studio environment, legal work is the connective tissue across deals, contracts, rights, and negotiations — and most of that work lives in email. The studio's senior legal executive was spending significant time each day searching, synthesizing, and reconstructing context across multi-month, multi-party threads. Leadership wanted to know if a focused AI assistant could give that time back, without disrupting the tools the team already used every day.

Handled was engaged to design, build, and tune a custom Microsoft Copilot-based AI agent purpose-built for that workflow.

Client: Independent Film Studio, Los Angeles

Service Level: AI Workflow Project

Focus: Senior legal executive productivity & deal email workflow

Implementation Timeline: One week

⚠️ The Challenge: Executive Time Lost in the Inbox

For a senior legal executive at a film studio, email carries the actual work — contracts under negotiation, rights conversations, talent deals, and the running history of every active matter. Threads stretch across months, involve multiple parties, and contain critical context buried in earlier messages. Reconstructing "how we got here" on any given deal or contract can take meaningful time, every single day.

The executive's daily reality reflected this:

  • Significant daily time spent searching and synthesizing long email threads

  • Difficulty quickly reconstructing context on multi-month, multi-party deals

  • Risk of dropped details on complex threads with high business and legal stakes

  • A need to move faster on follow-ups and internal questions without sacrificing accuracy

Leadership wanted a thoughtful, focused solution that kept the executive's existing workflow intact. The goal was clear: reduce time spent on email research and synthesis, while keeping the team's day-to-day tools unchanged.

✅ The Solution: A Custom AI Assistant, Built Fast

Handled designed, built, and tuned a Copilot-based AI agent purpose-built for the executive's deal email workflow. From initial scoping through a fully tuned, production-ready agent, the engagement was completed in one week.

Key initiatives included:

🤖 Custom AI agent development — built and tuned within Microsoft Copilot, purpose-built for the executive's legal and deal workflow rather than a generic, off-the-shelf assistant.

🔍 Long-thread search and synthesis — the agent surfaces context across long, complex email chains and links back to the specific source emails behind every answer, so the executive can verify and drill in whenever needed.

📚 Reusable prompt library for querying the agent — developed a set of refined prompts the executive uses to ask the agent common questions about deals, contracts, and thread history. The prompts produce consistent, high-quality answers without the executive having to engineer a new query each time.

⚙️ Documented workflow for ongoing use — created a clear playbook for how and when to use the agent across the executive's day, so the value compounds well beyond the initial build — and anyone supporting the executive can plug in without ramp-up.

🛠️ Native to existing tools — built inside Copilot and Outlook, meaning zero disruption to the tools the executive already used.

The result is a focused, production-ready AI agent that delivered measurable daily value from week one.

🚀 The Impact: Real Hours Back on the Calendar

The executive reported saving 60 to 90 minutes on a typical day — time previously spent hunting through threads, reconstructing context, and synthesizing buried details.

Extrapolated across a standard 260-workday year, that translates to:

  • Up to 400 executive hours reclaimed annually

  • Faster turnaround on internal questions and deal follow-ups

  • Fewer dropped details on multi-month, multi-party threads

  • Quick "how we got here" reconstructions when context is buried deep in chains

  • A repeatable workflow and reusable prompt library that continues to deliver value long after implementation

For a senior legal executive, this is meaningful capacity — hours redirected to the negotiations, judgment calls, and strategic conversations that actually require executive-level attention.

💡 What Made This Project Different: Speed to Value

The standout element of this engagement is how quickly the studio got there. The entire build, tune, and handoff was completed in a focused, one-week engagement, with the executive seeing daily time savings almost immediately.

That speed reflects how Handled approaches AI work: identify a specific, high-value workflow, build something purpose-built for it, and deliver measurable results without committing the business to a months-long implementation cycle. Targeted AI projects — scoped tightly and executed against a defined outcome — give leadership a fast, low-risk path to real ROI, and a foundation to build on as the use case matures.

🎯 Conclusion

By partnering with Handled IT Partners, this independent film studio turned a daily executive bottleneck into reclaimed capacity — without disrupting the tools the team already relied on. The result is a working AI assistant, a documented workflow, and a reusable prompt library that continues to deliver value every day.

For organizations exploring where AI can meaningfully improve how their teams work, this engagement is a model: start focused, move fast, and measure what matters.

Handled IT Partners delivered both immediate ROI and a foundation the studio can build on whenever they're ready for the next layer.

About Handled IT Partners

Handled IT Partners is a Chicago-based, full-service IT and security management firm supporting companies nationwide, 24/7. We specialize in organizations operating at the scale where IT needs to function as a true strategic business asset — not just a help desk. We build and manage the complete IT operating model: keeping your environment running, your people supported, and your technology aligned to where the business is going — on-premise, in the cloud, or hybrid.

Our clients range from growing companies to established businesses managing complex, multi-location environments across the US. Each relationship is built around a dedicated team that understands your business context — from a Strategic Planning Advisor who owns the technology roadmap, to the engineers and support staff who are hands-on every day. The level and structure of that team scales with your needs and complexity.

Our goal is to see your business reach its full potential through technology, whether it be on-premises, in the cloud, or a hybrid environment. We support clients across industries and sizes, nationwide.

Schedule a 15-minute intro call today.

CONTACT US

Your business deserves more than a help desk. Let's talk about what strategic IT looks like for you.

Your business deserves more than a help desk. Let's talk about what strategic IT looks like for you.

1-312-278-1118

hello@handled.tech

1-312-278-1118

hello@handled.tech

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