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We build practical AI systems that turn language, context, and workflows into useful software. Operated by Uni Guru Technologies LLP · Recognised by DPIIT under Startup India in AI &…
We build practical AI systems that turn language, context, and workflows into useful software.
Operated by Uni Guru Technologies LLP · Recognised by DPIIT under Startup India in AI & Machine Learning · Certificate No. DPIIP268963
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What We Build
InBharat AI is a product studio focused on agentic AI, AI safety, decision intelligence, and multilingual software for India-first use cases.
We care about systems that work outside a demo:
- natural-language workflows that create useful output;
- human approvals before high-risk actions;
- audit trails and evidence, not invisible magic;
- multilingual and voice-first experiences for Bharat;
- open-source foundations where transparency matters.
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Flagship Work
KathaKitaab
Interactive AI storybook for Indian epics and children’s stories.
KathaKitaab is a live 2.5D story experience where readers can tap characters and objects to branch stories in real time, with AI-generated scenes, narration, and music.
Core areas: interactive storytelling, Indian epics, children’s learning, real-time branching, multimodal generation.
JAK Swarm
Closed-loop AI workflow operator for founder-led teams.
JAK turns plain-English tasks into planned, role-aware workflows with approval and audit surfaces. The current public posture is public beta: strong foundations, active hardening, and honest product-proof work in progress.
Core areas: multi-agent orchestration, role routing, workflow traces, approvals, builder surface, company-memory direction.
JAK Shield
Safety gateway for AI agents and tool calls.
JAK Shield is the separate security layer for policy checks, PII handling, prompt-injection defense, approval boundaries, and signed decisions before agents touch real tools.
Core areas: MCP-native safety, policy engine, prompt-injection scanning, sensitive-data controls, auditability.
Phoring
Open-source decision intelligence.
Phoring helps teams move from documents to structured reasoning: ingest materials, build knowledge graphs, run scenario simulations, and produce source-cited forecasts.
Core areas: document intelligence, knowledge graphs, scenario planning, forecast reports, confidence tagging.
SocialFlow
AI social-media workflow engine.
SocialFlow focuses on planning, drafting, brand voice, image generation, and platform-aware social content workflows for solo builders and small teams.
Core areas: campaign workflow, content drafts, brand kits, platform adapters, local/open-source automation.
InBharat AI
Voice-first AI advisor and product surface for Bharat.
InBharat AI is the home surface for Bharat-first AI workflows, consulting, and product experiments across language, research, education, productivity, and automation.
Core areas: multilingual UX, voice-first workflows, AI consulting, product prototyping, India-first access.
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Products and Tools
| Project | What it is | Current posture |
|---|---|---|
| KathaKitaab | 2.5D AI storybook where characters and objects can branch the story in real time | Live product; private repo |
| JAK Swarm | Closed-loop AI workflow operator for planned, approved, auditable agent work | Public beta; public repo |
| JAK Shield | Agent safety gateway for policy checks, PII controls, prompt-injection defense, and approval boundaries | Public repo |
| Phoring | Decision-intelligence system for documents, knowledge graphs, scenario simulations, and cited forecasts | Public repo |
| SocialFlow | Social-media workflow engine for planning, drafting, brand voice, image generation, and platform-aware automation | Public repo |
| InBharat AI | Voice-first AI advisor and product surface for Bharat-first workflows | Live product; private repo |
| UniAssist.ai | Education guidance surface for university discovery, applications, scholarships, and career planning | Live product surface; public project page |
| TestsPrep.in | AI test-prep surface for competitive exams, learning workflows, and student practice | Live product surface; public project page |
| SwasthyaScore AI | Mobile-first bilingual NCD screening concept for obesity, diabetes, BP, and risk scoring | Private product build |
| RHCF Seva | AI-powered field assistant for community health workers | Private product build |
| Sahaayak Seva | Public-health field-assistant concept for Anganwadi and community workflows | Public concept repo |
| Sahaayak AI | Multilingual personal AI OS concept for voice, chat, OCR, notes, news, and reminders | Public concept repo |
| Agent Arcade | Agent cockpit for observing, debugging, and controlling agent runs across frameworks | Public prototype / reference implementation |
| OpenClaw AI CMO | Local-first AI marketing workflow engine for solo builders | Public open-source project |
| OpenClawFix | Installer/configuration helper for OpenClaw setup workflows | Private/internal tool |
| Claude Skills | Skills collection for AI coding, local automation, research, and product-building workflows | Public reference collection |
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Operating Principles
| Principle | What it means in practice |
|---|---|
| Truth over hype | Do not present mock-only surfaces as production systems. |
| Human control | High-risk agent actions should pause for approval. |
| Evidence by default | Workflows should leave traces, logs, screenshots, or audit records. |
| Bharat-first UX | Voice, multilingual, low-friction interfaces matter as much as model quality. |
| Safety as product | PII, prompt injection, policy gates, and signed decisions are product features, not afterthoughts. |
| Open foundations | Public repositories should be useful, inspectable, and honest about maturity. |
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Recognition
InBharat AI is operated by Uni Guru Technologies LLP, recognised by the Department for Promotion of Industry and Internal Trade (DPIIT) under the Startup India programme in the AI & Machine Learning category.
| | |
|---|---|
| Legal entity | Uni Guru Technologies LLP |
| Recognition | DPIIT-recognised startup (Startup India) |
| Sector | AI & Machine Learning |
| Certificate No. | DPIIP268963 |
| Programme | Startup India |
This recognition applies to the legal entity behind InBharat AI. Individual products remain at their own maturity and posture as described above — entity-level recognition is not a per-product endorsement.
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Technology Areas
- Agent orchestration and workflow runtime design.
- AI safety gates and tool-call policy enforcement.
- Browser automation and human-style product testing.
- Document intelligence, graphs, and source-cited reasoning.
- Multilingual, voice-first, India-first product UX.
Build With Us
We are especially interested in:
- founders who want AI to execute real workflows safely;
- teams building with agents, MCP, or approval-heavy automation;
- public-interest and Bharat-scale use cases in health, education, productivity, and access;
- open-source collaborators who care about truth, safety, and practical usefulness.
Website ·
KathaKitaab ·
JAK Swarm ·
JAK Shield ·
Phoring ·
SocialFlow
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Last reviewed for claim accuracy: 2026-06-26.
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