Composable AI Agents for Insurance.

Turn your insurance back office into intelligent, auditable, and secure AI agents in 21 days.
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Pints AI’s Autothought engine is a ready-to-deploy, legacy-friendly, AI back office for Insurance.
Claims Summarization
01
Accelerate claims processing with AI-driven data extraction and summarization. Capture and validate information from policies, claims, and third-party documents, all in seconds.
Claim Summarization
Automate ingestion and summarization of claims, policies, and documents from multiple sources
Reduce manual review time with AI-driven data extraction and validation
Compare and evaluate cases against infinite business rules to arrive at accurate decisions
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Underwriting Assessment
02
Automate document analysis and rule application to cut underwriting cycles by 40%. Improve risk detection, consistency, and compliance with end-to-end AI assistance.
Underwriting Assessment
Apply automated rule validation and document analysis to cut underwriting cycles by 40%
Financial & medical risk detection with AI-driven insights and structured data extraction
Log every processed case in long term memory to speed up complex future cases
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Policy Issuance
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Generate, validate, and deliver insurance policies up to 5x faster. Achieve zero data drift while maintaining full traceability throughout the issuance process.
Automate policy generation, validation, and delivery for faster issuance
Ensure zero data drift with end-to-end verification and governance
Inter-operable with legacy systems - from new applications to pricing, CRM and verification
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Actuarial Operations
04
Transform legacy pricing models and spreadsheets into secure APIs. Enable real-time pricing, version control,  seamless integration across systems.
Actuarial Operations
Convert legacy pricing spreadsheets into secure, governed APIs
Enable real-time model updates with version control and validation
AI-generated pricing simulation tests to ensure 100% accuracy for APIs created
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Sales Operations
05
Empower your sales teams with AI agents that help produce instant plan comparison, auto clients outreach, and leads follow-up, driving 1.5x higher conversions and deeper engagement
Accurate Product Comparison to help your sales and product teams keep track of competition
Email Enhancer that drives qualification and follow-up with context-aware automation
AI Sales Trainer that trains your team on your and your competitors' products
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Performance Reporting
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Transform structured and unstructured, operational data into governed, regulator-ready reports in minutes,  ensuring transparency, accuracy, and compliance across every business line.
Automate conversion of raw data into governed, regulator-ready reports
Ensure transparency, auditability, and compliance across business lines
Reduce reporting turnaround from hours to minutes with AI-driven workflows
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One platform. Infinite Use Cases.
Autothought helps you build, test and deploy AI agents at scale.
Autothought's core architecture is built like LEGO blocks - modular, interchangeable and stackable.

You can mix and match these modules to compose custom AI applications across insurance, banking, and asset management

One Formula for Infinite composable applications.

Ingest → Structure → Reason → Verify → Report → Govern

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From research to real-world systems.
We bridge frontier AI research with deployable, secure enterprise infrastructure.
AI Models
01
At the core are our SLMs that are pretrained on Insurance specific data. And a pipeline designed to power up your insurance back office.
Pints 1.5 SLM and Pints 177 MOE models
Source Attribution Neural Network (SANN) for traceability
SentientRAG for evidence-based reasoning
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Platform
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Autothought’s composable architecture forms the backbone of your insurance AI stack. Each template comes pre-configured with domain logic, ensuring rapid deployment and compliance from day one.
Ready-to-deploy agents for Claims, Underwriting, Fraud, and Compliance
Containerized for On-Prem or VPC deployment
Built-in governance, audit trails, and configurable guardrails
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Applications
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Autothought's multi-agent apps streamline every step of the insurance back office. From claims to underwriting and policy issuance, pre built templates helps your teams prove impact from Day One.
Pre-built, ready to deploy modular templates for core workflows
Claims, underwriting, policy issuance, reporting, advisor assistant and product comparison for 1-click deployment
Templates for pricing, analytics and fraud detection coming soon 
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source attribution Neural Network
Delivering clarity to every insurance decision.
Autothouht's composable agents are embedded with Pints AI's Source Attribution Neural Network. SANN ensures every output produced by an Autothought agent can be traced, verified, and defended to a regulator, an auditor, or a client.
Source verified information highlighted directly within the answer text, linking to the exact section of the source data.
Ranking algorithm prioritizing real-time data recency, data authority, and relevance to ensure high-quality citations
SANN grounds the overall system in truth. Without verified source data, there is no output.
SANN support metadata tagging for traceability and possible reuse across multiple answers or queries, ensuring auditable and defendable output.
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Frequently Asked Questions
What is Pints AI?
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Pints AI is a Singapore based AI firm. Our core platform - Autothought, is a composable AI operating system for insurers. Autothought helps insurance firms deploy compliance-ready AI Agents that automate core insurance workflows such as claims, underwriting, fraud detection, and regulatory reporting.
Alongside our deployments, we run Pints Labs, in association with Singapore University of Technology and Design to further applied research in small and efficient language models trained specifically to understand insurance data, language, and logic.
Our mission is to help insurers move from pilot projects to production systems with secure, explainable, and regulator-ready AI built on their own infrastructure.
Where is Pints AI based?
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We are headquartered in Singapore with clients across India, Singapore, Hong Kong and Thailand. We operate representative offices in Hong Kong and India.
What sets Pints AI apart from  other AI firms? 
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We are neither a startup chasing hype nor a consulting firm billing by the hour. We build real systems that insurers can own, run, and trust. Our team combines research depth with engineering precision - developing compact language models trained to understand insurance and deploying them as full, production-grade systems on client infrastructure.
We are cloud- and model-agnostic, ensuring privacy, compliance, and control stay entirely with you.
Our incentives are simple: start fast, deliver impact, and leave behind an AI foundation that continues to learn and evolve inside your organization, not ours.
What types of companies do you work with?
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We work with regulated enterprises that rely on accuracy and accountability - primarily insurers, reinsurers, TPAs  alongside select partners in banking, asset management, and the public sector. These are organizations that require private, auditable AI systems deployed within their own infrastructure.
Can you work with our in-house IT, Data, or Innovation teams?
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Yes - through our partners.
Our selected consulting partners leverage our expertise and can build alongside your teams, not around them. They bring in resources and teams that integrate with your data, IT, and compliance functions to ensure every model and workflow aligns with existing controls.
Do you offer custom strategy development?
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Every engagement begins with detailed discovery, mapping workflows, defining ROI targets, understanding regulatory constraints, and designing a deployment roadmap.
If you have in-house AI teams, we are confident they will be able to deploy and run Autothought with no additional help. In case you need supplemental resources, our partners can help.
Are your solutions off-the-shelf or built from scratch?
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Yes and no.
Autothought is a proven and tested platform, but every deployment is architected for your data, infra, workflows, and compliance needs. You start with pre defined templates and add your data, flows and rules over these, to customise them.
That is the key advantage of using a composable system such as Autothoght - you get core set of AI Agents out of the box and you can customise and even build new ones as needs evolve.
Do you provide ongoing support after delivery?
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Yes. Through our partners across Asia we offer end-to-end AI Ops, including monitoring, retraining, compliance audits, and workflow optimization to ensure sustained ROI.
What is the Autothought Platform?
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Autothought is our proprietary AI Operating System designed for regulated enterprises. It manages multi-agent orchestration, retrieval-augmented generation (RAG) pipelines, workflow routing, and compliance auditability.
Can Autothought be deployed on-premise or in a private cloud?
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Yes. Autothought is designed for VPC, on-premise, hybrid, or airgapped deployments, giving you complete control over your data and compliance posture.
What kinds of workflows does Autothought support?
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Typical use cases include claims automation, policy comparison, investment memo analysis, fraud detection, underwriting support, customer onboarding, and compliance documentation processing.
How does Autothought handle sensitive data?
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All processing happens within your infrastructure. No data is sent to external APIs without your consent, ensuring complete data sovereignty and regulatory compliance.
Can Autothought integrate with existing systems?
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Yes. It is designed to work with your existing data lakes, document repositories, CRMs, policy management systems, and compliance tools to ensure seamless deployment.
What models do you use?
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We develop and deploy compact, domain-tuned LLMs optimized for regulated industries. Our models support multilingual use, structured reasoning, and retrieval-augmented generation.
Can you build private or custom-trained models for our data?
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Yes. We offer model training and fine-tuning services on your proprietary data, ensuring both compliance and competitive advantage.
How do you ensure regulatory compliance
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Compliance is designed from day one. Our systems support full audit trails, data residency requirements, PII management, and role-based access controls to meet local and international regulatory standards.
How are your engagements structured?
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We deploy Autothought core system and the agents on your preferred infrastructure environment. We can bring our IT Consulting partners for rapid deployment or train your preferred vendors to carry out the deployment tasks and integration with your core systems.
Do you offer fixed-price projects or retainers?
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Autothought is licensed as a single system with pre-built workflows and composable modules. This single license covers pre built modules and also additional ones that you can build ground up.
How long does a typical deployment take?
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Depending on complexity, initial deployments can go live in as little as 4  weeks when using the pre-built templates.
Can you provide a demo or case study?
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Yes. We can share anonymized case studies of live deployments and, where appropriate, arrange demos tailored to your industry and workflows.
Transform back office with AI thatunderstandsInsurance.
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