Compliance & policy management
Quickly find and explain policies, directives, circulars and regulatory documents.
Learn more →
Enterprise AI knowledge platform
Your documents,
Your documents,
answered with sources.
Anvaya AI turns your organization's policies, reports and manuals into an AI assistant that answers in plain language — and shows exactly where each answer came from.
- Cited answers
- Role & group access
- Built in Nepal by MatrixNet
Cited answersWith links to the source page
Nepali answersIn natural Nepali
Roman Nepali inputType the way you speak
Agentic workflowsAutomate routine work
OCR for scanned PDFsNepali and English pages
Teams & group accessRoles and approvals
Audit trailTrack every action
Plans & usageMonitor and manage
Information in secondsNo more digging through folders, email and applications.
Lower operating costResearch, summaries, classification and reports, automated.
Knowledge that staysExpertise remains available when experienced staff move on.
Consistent answersBased on approved policies, not individual interpretation.
Stronger complianceWhich source, which model, who asked, who approved — all recorded.
Controlled AI adoptionA governed platform instead of staff pasting documents into public AI tools.
Try Anvaya AI
MatrixNet Nepali Engine
The same engine that powers Anvaya's question box. Type Roman Nepali and watch it become Devanagari — names, acronyms and links stay untouched.
नेपाली
Output appears here as you type.
ANVAYA AINepali engine onWhat are the approval steps for project variation orders?
Based on your Project Management Manual (v2.1), the approval steps for project variation orders are:
- Site engineer prepares the variation request with justification
- Project manager reviews technical and cost impact
- Commercial team verifies pricing and budget
- Department head approves, per the delegation matrix
- Final approval by the authorized signatory
Source: Project Management Manual v2.1, Section 4.3 (pages 12–14)
Project Management Manual v2.1PDF · pages 12–14View source →
Illustrative example
How Anvaya works
From your documents to trusted answers in four simple steps.
1
Upload
PDF, Word, Excel, PowerPoint and CSV — scanned PDFs included.
2
Index
Malware-scanned, OCR'd and indexed for search — automatically.
3
Ask
Ask in English, Roman Nepali or Nepali.
4
Verify
Get answers with citations and source links.
Platform architecture
Not just a chatbot — an AI layer for your knowledge and work.
Anvaya connects your documents, business systems, AI models and governed agents — so teams can find information, analyze documents, generate reports and run approved workflows, with full traceability.
Live todayRoadmap
Users & channels
- Web portal
- API access
- Mobile app
- Slack / Teams
Security & access
- HTTPS · HSTS · CSP
- Rate limiting & request validation
- Roles, groups & folder access
- Session control & lockout
- SSO / OAuth2 / SAML
- Multi-factor auth (MFA)
External systems
- REST API
- Email / SMTP
- Microsoft 365 · Google Workspace
- CRM · ERP · HRM
- Core banking / middleware
- MCP tool gateway
Anvaya AI application platform
Knowledge ingestion
- File upload
- Malware scan (ClamAV)
- Parsing & OCR (Nepali + English)
- Chunking & metadata
- Embeddings & indexing
- Data connectors
Enterprise RAG
- Query rewriting
- Hybrid search (vector + keyword)
- Tenant & access filtering
- Reranking
- Citations & source mapping
- Answer-confidence score
Agents & workflows
- Workflow engine
- Tool registry & permissions
- Approvals & policy
- Compensation on failure
- Cost & rate limits
- Assistant builder
Model gateway
- Anthropic Claude
- Google Gemini
- Ollama / local models
- MatrixNet Nepali Engine
- OpenAI · Llama
- Automatic fallback routing
Guardrails: Prompt-injection filtering on retrieved content Tool permissions Cost budgets PII masking
Data layer
- PostgreSQL + pgvector
- Redis
- Document storage
- Encrypted nightly backups
Async workers
- Document worker (arq)
- Scheduled jobs
- Retries & failure records
Observability
- Health checks
- Prometheus metrics
- Usage & cost metering
- RAG quality evaluation
Governance
- Audit logs
- Retention & legal hold
- Access reviews
- SIEM integration
- ISO 27001 · GDPR mapping
Who uses it
The right access for every role.
Business usersSearch, chat, reports
Knowledge adminsDocuments, folders, access rules
Department adminsTeams, groups, workflows
Reviewers & approversApprove or reject AI-proposed actions
Compliance officersAudit logs, evidence, reports
AuditorsRead-only access to records and sources
Tenant adminsUsers, permissions, plans, quotas
Agent designersTools, conditions and agent flows
Use cases
Useful across your organization
Anvaya helps teams find answers, cut repetitive work and stay compliant.
HR & people operations
Answer employee questions about HR rules, leave, benefits and internal processes.
Learn more →Operations & knowledge
Give teams instant access to SOPs, manuals, guidelines and technical documents.
Learn more →Management & decision support
Summarize reports, surface key information and support faster, evidence-based decisions.
Learn more →By sector
Banks & financial institutionsCredit policy, KYC/AML, circulars, internal audit preparation.
What documents are required for a business loan above NPR 5 million?
Government & public sectorActs, directives, procurement documents, decision history.
Which compliance clauses are missing from this procurement specification?
TelecomSOPs, incident analysis, vendor contracts, regulatory compliance.
What are the recurring causes of LTE degradation in Region 3?
HealthcareHospital policy, guidelines, insurance documents, accreditation — never diagnosis.
Which documents are needed for an insurance claim?
EducationAcademic rules, admissions, examinations, research and library.
What attendance is required to sit the final examination?
Legal & professional servicesContract review, clause comparison, obligation tracking.
Which clauses in this contract carry risk?
Construction & engineeringBOQs, specifications, variation orders, site reports.
What penalty does the contract set for delays?
Cybersecurity & VAPTCVE remediation, scan summaries, compliance mapping — no action without approval.
Which high-risk findings appeared last quarter?
Corporate & SMEHR, internal IT helpdesk, procurement, proposals and meeting summaries.
What is the onboarding process for new staff?
Governance
Built for regulated organizations
The security, control and transparency that banks, government bodies, telecom operators and other regulated organizations need.
- Multi-tenant isolation
- Role-based access and access reviews
- Complete audit trail
- Malware-scanned, safe uploads
- Filtering of instructions hidden in documents (prompt injection)
- Usage monitoring and plans
- Supervised, approval-based support access
StorageDocuments and index on a dedicated server in a European data centre, operated by MatrixNet.
Answer generationOnly relevant passages go to Anthropic's Claude; under its commercial terms, API data isn't used for training.
Private deploymentAlso available on your own servers for banks and government bodies.
Roadmap
A trusted knowledge assistant first. Automation next.
High-value, lower-risk capabilities first — before AI is trusted with high-risk actions.
Live
Phase 1 · Enterprise knowledge assistant
Authentication, tenant & user management, upload, malware scan, OCR, hybrid retrieval, cited AI chat, usage tracking, audit logs.
Next
Phase 2 · Department assistants
Assistant builder, department access, prompt templates, model gateway, quality review, reporting dashboards.
Partly live
Phase 3 · Agents & automation
Workflows and human approval are live; tool gateway, email/app integrations and scheduled tasks are coming.
Planned
Phase 4 · Enterprise governance
SSO, MFA, data-loss prevention, policy engine, AI evaluation, cost optimization, high availability.
Deployment & pricing
Deployed the way your risk and scale require.
Every option starts with a pilot on your own documents. Pricing is set in a proposal based on users, document volume and deployment.
Shared SaaS
SMEs, consultancies, education
Fastest start, fully managed, tenant-isolated data.
Dedicated cloud
Banks, telecoms, large enterprises
A server just for you, with your own domain and policies.
Private cloud / on-premises
Government and high-security institutions
In your own data centre; can run with local models.
Managed AI service
Organizations without an AI team
We run setup, knowledge curation, assistants and monitoring.
FAQ
Questions buyers ask.
Can Anvaya make things up?
It answers only from what it finds in your documents and shows the source. If the information isn't there, it says so. For important decisions we still recommend opening the cited source to confirm.
Which file types are supported?
PDF (including scanned), Word (.docx), Excel (.xlsx), PowerPoint (.pptx), CSV, TXT and Markdown, up to 50 MB per file.
Does it read scanned Nepali documents?
Yes. Scanned pages are converted to text with Nepali and English OCR. Quality depends on the scan — text-based PDFs remain the most reliable.
Who can see which documents?
Admins can make documents visible to everyone, admins only, or specific groups. Answers and suggestions are built only from documents the user is allowed to see.
Where is our data stored?
In the cloud edition, on a dedicated server in a European data centre. For regulated institutions, private deployment on your own servers is available.
How fast can we start?
Once you share a sample of documents, we set up a pilot and review the results with your team.
See it on your documents
Your organization knows a lot. Make it answerable.
Fill in the form and we'll get back to you to set up a demo on your real documents.
- info@matrixnet.com.np
- +977 985-1220145
- MatrixNet Technologies Pvt. Ltd., Bhaisepati, Lalitpur-25, Nepal
Ready to get started?