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SerenityGPT overview

SerenityGPT is an AI layer for enterprises that enables rapid configuration of AI use cases while meeting strict requirements for data privacy, governance, auditability, and observability. The same core technology applies consistently across departments, datasets, and use cases. SerenityGPT is particularly well suited for private equity firms looking to deploy AI across their portfolio companies and for regulated industries.

The following diagram shows how SerenityGPT fits into your environment at a high level.

SerenityGPT high-level architecture

Core functionality

Natural language answers over your internal knowledge

SerenityGPT replaces scattered keyword searches across tools with a single chat experience: ask in plain English like you would a colleague, instantly get exactly what you need, and see citations back to the original source.

The following diagram shows how SerenityGPT retrieves and generates answers from your internal knowledge sources.

Retrieval-augmented generation flow

Common use cases

  • Customer self-service and support deflection. Give customers instant, accurate answers from product documentation, knowledge bases, and support content, reducing ticket volume and time to resolution.

  • Internal knowledge assistant. Help employees search across policies, manuals, runbooks, wikis, and other internal systems using natural language, with answers grounded in the right documents.

  • Agent assist for support and operations teams. Surface relevant answers, articles, and next steps directly inside existing workflows such as Salesforce, Jira, or help desk tools.

  • Legal document search and review. Help legal teams quickly find clauses, obligations, renewal terms, counterparties, and other key information across contracts, NDAs, policies, and broader legal documentation using natural language search.

Metrics to track

  • Answer correctness on a golden set.
  • Ticket deflection / self-service resolution rate.
  • Identification of documentation gaps.
  • Thumbs up/down and feedback for AI answers.

ROI

  • Lower support costs with fewer tickets, fewer escalations, and faster resolution.

One chat UI across enterprise systems

A single conversational window into CRM, ticketing, data platforms, and internal tools, with permission-aware results and actions.

The following diagram shows how SerenityGPT connects to your enterprise systems through a single chat interface.

Single chat UI across enterprise systems

Common use cases

  • Sales and account management. Summarize account activity, highlight renewal risks, and surface the latest customer issues, opportunities, and interactions across CRM, support, and related systems.

  • IT and operations. Investigate incidents, review deployment changes, and find postmortems, runbooks, and system knowledge through a single chat interface.

  • Enterprise-wide knowledge access. Give teams one place to search across business systems and internal tools without needing to learn each system separately.

  • Product and project management. Help product and project managers pull together tickets, support trends, feature requests, delivery status, blockers, and team activity from ticketing platforms and help desks in one place.

Metrics to track

  • Time to complete common tasks.
  • Usage: number of queries and types of queries.

ROI

  • Increased productivity.
  • Reduced burden on internal Salesforce/Jira/etc teams.

Automate repeatable tasks and workflows

Anything repeatable that has to do with unstructured data can be automated securely within you infrastructure with full observability and confidence in the results. Configure guardrails for additional protection.

The following diagram shows how SerenityGPT automates document processing and multi-step workflows.

Automation of repeatable work

Common use cases

  • Document and data extraction. Extract structured data from financial statements, tax documents, payslips, forms, diagrams, floorplans, and other unstructured files.

  • Triage and routing. Classify incoming requests, detect missing information, route items to the right queue, and raise exceptions when rules are not met.

  • Report preparation. Generate structured summaries, analysis, and first drafts from enterprise documents, internal systems, and other connected data sources.

  • RFI, RFP, and SOW preparation. Draft responses to RFIs and RFPs and prepare statements of work using internal content, standard language, and prior materials.

Metrics to track

  • Extraction accuracy.
  • Time to prepare a report / fill in RFP / etc.
  • Exception rate / how often guardrails trigger.

ROI

  • Reduced manual handling time.
  • Capacity to scale without growing the team.
  • Faster turnaround.
  • Fewer errors.

What makes SerenityGPT different

  • Turnkey, not DIY. SerenityGPT delivers ready-to-use solutions, not a generic toolkit that requires significant effort and expertise to assemble.
  • Runs in your infrastructure. Unlike SaaS offerings, SerenityGPT operates entirely within the customer's environment. No data leaves the network.
  • Self-management option. Organizations can fully own and operate the product independently, an option rarely available from other vendors.
  • Fast implementation. New use cases go from concept to production in days, not months.
  • One platform for all use cases. A single configurable platform serves every department, dataset, and portfolio company. All ingested data and components are reusable across use cases, eliminating the need to onboard separate vendors or re-ingest data for each new requirement.

Evaluation system

A core component of SerenityGPT is an automatic evaluation system that measures AI performance per use case and dataset. The system evaluates correctness of answers, accuracy of field extraction from PDFs and images, and outcomes of automation. Over 50 golden sets have been accumulated across use cases and datasets to validate configuration changes before they reach production.

Flexible delivery model

  • Turnkey, white-glove delivery. For organizations that want a fully managed experience, SerenityGPT provides turnkey solutions and manages delivery end to end.

  • Self-managed after initial setup. For organizations that want to build and expand on their own, SerenityGPT provides the initial configuration and foundation, after which internal teams can self-manage and extend the system.

Many of our customers are internal AI teams. We help them move much faster by providing the core platform, patterns, and configuration upfront, so they do not have to reinvent the wheel.

Live example

Perforce's Puppet documentation site at help.puppet.com features a public-facing chatbot powered by SerenityGPT. Click the search box to try it.