From shadow IT risk to a 10 % productivity lift, this is the inside story of how a client replaced ad-hoc public chatbots with a single, secure Generative AI hub.
Every morning, analysts must parse thousands of plan documents along with extensive IRS and Department of Labor guidance to protect trillions in retirement and education assets. Manual look-ups stretched response times; some staff even pasted Social Security numbers into public AI sites just to keep pace. With regulatory scrutiny rising, the leadership team drew a firm line:
Every new Generative AI use case must land on single governed platform and go live at enterprise scale.
Turning intent into enterprise-scale execution required a partner equal focus on speed and governance. The client partnered with Persistent Systems to make that promise real—fast.
The Business Challenge
Four friction points throttled analyst velocity
- Manual, multistep research took hours and spawned follow-ups.
- Shadow-AI risk breached ERISA (Employee Retirement Income Security Act,1974), state-privacy and internal-governance rules.
- False start a prior vendor’s “chatbot” delivered no visibility, no ROI, zero adoption.
So, how do you replace scattered quick fixes with a single governed rail without losing momentum?
Our Approach: Studio-quality experience, regulator-ready architecture
Persistent deployed its Generative AI Hub & Playground—rebranded internally as Client GPT—within the client’s cloud environment in seven days:
- All-in-one React workspace: chat, document upload, reusable prompt packs in a unified interface.
- Plug-and-play connectors: SharePoint and other repositories indexed within days.
- Model-agnostic evaluation: GPT-4, Claude or Bedrock assigned per use case.
- SOC 2-aligned pipelines: Secret-managed CI/CD, audit logs and privacy-by-design redaction.
- White-glove enablement: Branded webinars, prompt libraries and concise “how-to” content.
Speed is great, but trust at scale is the real currency. That requires disciplined engineering.
How It Works: Retrieval-augmented generation (RAG) inside a privacy halo
- Secure ingestion: PII is redacted and vectors are stored within a private environment.
- Conversational retrieval: Returns cited answers that are ready for client email communication.
- Model governance: Scorecards evaluate cost, latency and accuracy before promotion.
- Compliance dashboards: Every prompt and token is logged; RBAC enforces least-privilege access.
- Continuous improvement: Analysts tag “gold responses”, which help refine prompts over time.
Zero incidents of data leakage since launch.
Architecture is skeleton; impact is muscle. So what did 90 days deliver?
Business Impact (First 90 Days)
- 10% productivity lift: queries now resolve in minutes, not hours.
- 30% uptick in answer quality: cleaner, more contextual responses with fewer follow-ups.
- 3,400+ users live in < 30 days across customer service, back office and sales.
- Shadow-AI eliminated: sensitive data now stays within the enterprise perimeter.
- Living knowledge base unlocked via shared prompt libraries.
- Enterprise-grade speed: pilot to platform in one week.
Extending the Impact: Three-phase journey from quick wins to agentic workflows
| Phase | Focus | Status |
| 1 — Quick-win deployment | Secure, branded Generative AI environment | Complete |
| 2 — Customization & scale | UX tweaks, domain prompt packs, deeper connectors | Complete |
| 3 — Agentic workflows | Marketplace integrations, plan-comparison bots, regulatory alerts | In progress |
Ambition doesn’t freeze at ‘complete’; each phase widens the circle of value. But why this partner—over much larger organizations?
Why the Client Chose Persistent
- 50 % of needs met out-of-the-box: UI, connectors, privacy controls, evaluation tools.
- Fastest time-to-value: production in one week versus an industry norm of over three months.
- Flexible, secure architecture: supports SOC 2 Type II, private data handling and model choice.
- Relentless client service: training, prompt libraries and fine-tuning accelerate adoption.
- Proven foundation: the same hub now powers healthcare and industrial firms.
Those same principles—speed, control, empathy—explain why Persistent won the brief.
Client GPT lets employees harness large language models safely. Data privacy is paramount and Persistent delivered Generative AI without the risk of public tools
— Vice President, IT
The Market Context
External trends reinforce the urgency and the payoff of moving now as regulators and boards are pushing for secure adoption at record speed.
Gartner forecasts that by 2026 over 80% of enterprises will route Generative AI through governed APIs or models—up from under 5 % in 2023. Parallel research published by MIT Sloan Management Review shows teams cut innovation cycles by up to 40 % when Generative AI augments high-skill knowledge work.
In sum, the client didn’t merely keep pace; they leapt ahead. With Persistent, regulated enterprises everywhere can do the same.
Ready to unlock secure Generative AI at speed?
Work with Persistent’s AI experts to explore how Generative AI Hub can halve research time, fortify compliance and free talent for higher-value work.




