Case Study
More Than 100% Productivity Gain: AI Deployment Across a Government Technology Consultancy
How netMethods deployed Claude Code for development and Microsoft Copilot for compliance across a California-based government technology consultancy — more than doubling developer output and giving the compliance team back hours they didn’t know they had.
The Situation
A California-based government technology and compliance consultancy operates at the intersection of two demanding disciplines: building and maintaining software platforms for public sector clients, and producing the compliance documentation, reporting, and analysis those clients require. Both functions are high-stakes, deadline-driven, and unforgiving of inefficiency.
The problem was capacity. A small development team was responsible for building and maintaining a SaaS platform while simultaneously handling client requests, bug fixes, and feature work. A small compliance team was producing large volumes of documentation, spreadsheet analysis, and meeting preparation on tight timelines. Both teams were talented and committed — and both were consistently operating at or beyond their limits.
Adding headcount was on the table, but the economics were difficult and the lead time for onboarding productive team members was significant. netMethods was brought in to evaluate whether AI could bridge the gap — not as a theoretical exercise, but as a practical deployment that delivered measurable results within the existing team and the existing technology stack.
The Challenge
Development team consistently behind on delivery timelines due to volume of work relative to team size
Compliance team spending disproportionate hours on document creation, spreadsheet work, and meeting preparation — tasks that required skill but not necessarily time
No AI tools in use across either team despite both having access to technology that could support adoption
Leadership skeptical of AI hype but open to evidence-based deployment with measurable outcomes
Any solution had to integrate into existing workflows without significant disruption or retraining overhead
The Approach
Starting With a Workflow Assessment
Before recommending any tools, netMethods mapped how each team actually spent its time. We sat with the development team to understand their daily workflow — where time was being spent, where bottlenecks were occurring, and which tasks were high-effort but routine. We did the same with the compliance team, identifying the specific document types, spreadsheet tasks, and meeting workflows that consumed the most hours relative to the value they produced.
The assessment confirmed what leadership suspected: both teams had significant capacity that was being consumed by tasks where AI could meaningfully help. The tools were different for each team. The deployment approach would need to be too.
Development Team: Claude Code
For the development team, netMethods deployed and configured Claude Code — an agentic AI tool built by Anthropic that works directly within the development environment, understanding the existing codebase and actively participating in the work rather than simply answering questions. Unlike general-purpose AI assistants, Claude Code is designed specifically for software development: it reads and reasons about entire codebases, executes multi-step tasks autonomously, and handles the full range of work that consumes developer time throughout a typical day — code generation, refactoring, test writing, debugging, and technical documentation.
The deployment was structured to minimize disruption. Developers were onboarded with hands-on training focused on practical application within their actual projects. Within weeks, the team had integrated Claude Code into their daily workflow and the productivity gains were measurable across every area of development work.
The impact extended well beyond the core SaaS platform. The development team began leveraging Claude Code across a broader range of work: generating client-facing reports and technical summaries that previously required significant manual effort, rebuilding and modernizing the company’s website, and implementing targeted SEO improvements — work that had been perpetually deferred because the team simply hadn’t had the bandwidth. With Claude Code handling the heavy lifting on routine and repeatable tasks, the team could take on work they had previously been unable to prioritize.
Over the measured period, development output increased by more than 100% — the team was delivering more than twice the work in the same amount of time, with the same number of people.
Compliance Team: Microsoft Copilot Activation
The compliance team presented a different opportunity. They were already working within Microsoft 365 — Word, Excel, Outlook, and Teams — and the organization’s existing subscription included access to Microsoft Copilot that had never been activated or configured. The tool was already paid for. It just wasn’t being used.
netMethods activated and configured Copilot across the compliance team’s Microsoft 365 environment, then delivered tailored training focused specifically on the tasks the team performed most frequently: drafting and editing compliance documents in Word, building and analyzing spreadsheets in Excel, preparing for client meetings using Teams meeting summaries and follow-up drafts, and managing the volume of email and internal communication that compliance work generates.
The results were immediate and practical. Documents that previously required hours of drafting were produced in a fraction of the time, with the team’s expertise applied to review and refinement rather than creation from scratch. Spreadsheet work that involved repetitive formatting, formula construction, and data organization was handled in minutes. Meeting preparation — reviewing prior notes, drafting agendas, summarizing action items — became a task measured in minutes rather than hours.
The Outcome
Both teams emerged from the engagement doing more with the same resources — and doing it with less friction. The development team more than doubled its productive output without adding headcount or extending hours. The compliance team recovered significant time that had been consumed by administrative work and redirected it toward higher-value client-facing activity.
Critically, neither deployment required the organization to adopt new platforms, renegotiate vendor contracts, or absorb significant new technology costs. The AI coding assistant integrated directly into the development team’s existing workflow. Microsoft Copilot was already included in a subscription the organization was already paying for. The investment was in thoughtful deployment and targeted training — not in new technology spend.
The engagement demonstrated something that netMethods has seen consistently across AI implementations: the biggest obstacle to realizing value from AI isn’t the technology. It’s knowing which tools to use, for which tasks, and how to integrate them in a way that actually changes how work gets done rather than just adding another tab to open.
Results at a Glance
100%+ increase in development team output — same team, same hours, more than double the delivery
Claude Code deployed across SaaS platform development, client reporting, website rebuild, and SEO improvements
Development work previously deferred due to capacity constraints now being delivered
Microsoft Copilot activated at no additional cost within the organization’s existing Microsoft 365 subscription
Compliance team document creation, spreadsheet work, and meeting preparation time dramatically reduced
Both tools matched to the specific workflows where each had the highest impact
Zero new headcount required to absorb the productivity gains
Leadership now evaluating additional AI deployment opportunities across other functions
A Note on AI Implementation
AI tools don’t deliver results by being installed. They deliver results when the right tool is matched to the right task — Claude Code for the deep, agentic development work that required a tool that could reason about an entire codebase, and Microsoft Copilot for the document-heavy, meeting-intensive compliance workflows already living inside Microsoft 365. That distinction matters. A one-size-fits-all AI strategy produces one-size-fits-all results. netMethods evaluates the workflow first, then selects and deploys the tool that fits it.
If your organization has AI tools sitting unused in a subscription, or is evaluating where AI could genuinely move the needle, that’s exactly the conversation we’re built to have
About netMethods
netMethods is a managed IT services provider headquartered in Lake Forest, CA, with over 25 years of experience supporting organizations across Orange County and Southern California. We specialize in managed IT, cloud infrastructure, IT security, and practical AI solutions for healthcare, manufacturing, public sector, and professional services organizations.