Toystack deploys governed AI agents that connect data, decisions and actions across your existing systems, automating complex workflows without requiring you to replace your technology stack.
Toystack's proprietary IP that is fully customisable and industry-agnostic
Backed by
Tim Draper
Founder of DFJ · Early investor in Tesla, Skype & SpaceX
The Shift
Enterprise AI has moved through three stages in four years. Most organisations are still buying the first two — tools that draft, summarise and recommend, and still leave a human to do the work.
Human productivity tool
Answers questions, generates content. Every output still needs a person to act on it.
Human productivity tool
Summarises data, synthesises reports, recommends actions. Humans still decide.
End-to-end workflows
Ingests data, executes workflows, coordinates systems, closes loops. Escalates only the exceptions.
4%
of enterprise AI pilots reach full production deployment
~95%
of large-enterprise GenAI pilots fail to deliver measurable value (MIT-led study)
The Problem
This is not a technology problem. It is an orchestration problem — and it is solvable.
Point tools create new silos. Standard bots break when the process changes. Ungrounded LLMs can't be trusted for deterministic outputs in highly regulated settings.
What's missing is the layer that reasons, validates, executes and stays auditable.
Trusted by Industry Leaders
What We Do
We replace the manual layer — the spreadsheets, the swivel-chair reconciliation, the analyst hours — with governed agents that run your workflows inside your existing stack.
Define your terminology, connect the tools your teams already use, map their fields. Done once.
Agents read SOPs in any format and generate an end-to-end visual workflow — rules, preconditions and tools included.
Every record runs through every node of the approved workflow. The workflow is the guardrail — fully predictable, nothing runs ungoverned.
Humans review source-linked, immutable agent logs at multiple levels of detail. Every action traces back to the SOP.
One engine. Different industries. Same pattern: configure once, ingest the SOPs, execute every record, review with a human gate.
Agentic claims audit at scale
Fortune 10 US health insurer
In production
~25%
of total claims funnels through agentic adjudication
$6 → 5¢
cost reduction in auditing a single claim
90 → <5 min
time saved per claim audit
Medical device rebate integrity audit
US medical device manufacturer
In implementation
20% → 100%
of rebates now audited
$180M+
revenue leakage caught and recovered
1,500+
manhours saved every month
Specialty practices claim-to-cash reconciliation
US specialty hospital
In implementation
6
platforms pulled into one data lake
$600M
revenue reconciled annually
95%
faster reconciliation turnaround
Maker-checker validation
One agent generates, a second challenges it, a third checks compliance.
Confidence scoring
The system measures its own certainty. Low-confidence outputs escalate automatically.
100% source traceability
Every output links to its source document. Every decision is explainable.
Human-in-the-loop
Human validation on every high-stakes output. AI accelerates; humans stay accountable.
Knowledge-graph grounding
Answers from your enterprise data in real time — not internet guesswork.
Your data stays yours
Agents run inside your existing infrastructure. Nothi ng leaves your environment.
SOC 2 Type II · ISO 27001:2022 · ISO 27017 · ISO 27018 · HIPAA Compliant
How We Work
Give us one workflow your team runs manually today that shouldn't be. In weeks it is automated, processing live data inside your systems.
Systems mapping, data audit, use-case scoping. Success metrics agreed upfront.
Pre-built agent libraries deployed, enterprise systems connected, first workflow running.
Testing, approval workflows, compliance review, human gates configured.
Live workflow, measurable outcomes, stakeholder review, scale decision.
Low cost
Partly credited to the full build.
Metrics agreed up front
No surprises at week 8.
A real decision gate
Stop, expand, or scale — your call.
About Us
Toystack AI was not built by engineers who read about enterprise problems. It was built by people who operated inside them — a former Credit Suisse M&A managing director who watched Fortune 500 leadership decide on data that was weeks old and manually assembled, and a CTO who shipped compliance-first platforms for US healthcare. We built the proprietary orchestration layer because nothing adequate existed.
Today our agents run in production across healthcare, pharma, government and law enforcement — backed by Tim Draper (DFJ), audited to SOC 2 Type II and certified to ISO 27001:2022.
Learn MoreTestimonials
See how enterprises are transforming their operations and achieving measurable outcomes with ToyStack AI.
“Two decades of scattered records became a single source of truth, enabling intelligence-led action and proactive policing.”
Telangana Police
20+ years of data unified
“Redefined transcript generation from a manual process to an intelligence-driven system with near-zero errors.”
Inventure Academy
90% faster generation
“Purpose-built survey platform with voice response analysis and emotional intelligence — a new standard for survey management.”
Radiant Data
Real-time voice insights
Case Studies
See how organizations across industries are transforming operations with ToyStack AI.
20+
years of legacy data organized
360° criminal intelligence
Telangana Police
20+ years of crime data trapped in legacy systems transformed into a single source of truth, enabling intelligence-led action and proactive policing.
Read More90%
faster transcript generation
Near-zero errors
Inventure Academy
Student performance data fragmented across multiple systems unified into an intelligence-driven transcript generation system.
Read More2.5
months to full deployment
Voice sentiment analysis
Radiant Data (AIKKA)
Purpose-built survey platform with multilingual support, audio inputs, and emotional intelligence for deeper engagement insights.
Read MoreGet Started
Have questions about our platform? Our team is here to help you transform your enterprise operations.
Contact UsNo commitment required · We respond within 24 hours