Odia evaluation for compact open models — native script, romanized, and code-mixed. Artifacts publish as they pass the studio's release gate.
Kinyoubi Atelier & Co.
company
Verified
AI & ML interests
AI workflow automation for regulated institutions: idempotent pipelines and orchestrators that decompose problems into verifiable stages. Source-backed legal drafting and verification for Indian legal workflows (SanadEX) — compliance gates, audit trails, human-in-the-loop. LLM systems on AWS Bedrock and Claude, retrieval with PostgreSQL + pgvector, constraint solving with OR-Tools, fuzzy record linkage. DPDP- and RBI-aligned, deployed in-region.
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Organization Card
Future-facing systems atelier
Kinyoubi Atelier & Co.
We build the systems institutions depend on.
Production-grade software for education, legal, compliance, and operational systems — where reliability, regulation, and operational depth cannot be decorative.
A software studio in Jeypore, Odisha, India · Founded by Ankit Sahu
7+ yrs
Quantitative analysis
48h
Response SLA
DPDP · RBI
Compliance posture
What we build
Systems for institutions that cannot afford fragile software.
Each capability is proven by an artefact you can click into: a shipped build, not a brochure claim.
Product & platform engineering
End-to-end product builds shipped as one coherent system — engine core, multi-tenant data platform, API, exporters, and role-aware surface, all under one roof.
Proven by · ~30.8k LOC engine · 68+ endpoints
AI workflow automation
Idempotent pipelines that replace manual triage. Orchestrators that decompose problems into verifiable stages, each with its own retry logic.
Proven by · 116 fuzzy duplicates merged · under a minute
Enterprise & institutional systems
Custom ERPs, accounting modules, and data platforms for private institutions and government, with the encryption, isolation, and compliance posture each sector needs.
Posture · DPDP · RBI-aligned · tenant-scoped isolation
Labs · Active systems
Legal drafting & verification In development
SanadEX
Cause title to signature, every clause source-backed.
A source-backed legal drafting workspace for Indian advocates: a drafting and verification system for Indian legal workflows, with compliance gates at each stage and a verified document at the end. Nothing is asserted that the system cannot trace.
Source-backed drafting Gated compliance stages Verified final documents Audit trail Human-in-the-loop
How the atelier works
A precise operating system, not a process slide.
01
Understand the institution
We map the real workflow: the exceptions, the regulation, the messy edge cases that fragile software ignores.
02
Model the system
Constraints, entities, and states become an explicit model — the schema before the screens.
03
Build the workflow
Production engineering: idempotent pipelines, tenant isolation, and interfaces that respect operational reality.
04
Verify the output
Source-backed checks and audit trails. Every decision the system makes is traceable to why.
05
Ship & support
Deployed in-region, monitored, and supported on a published SLA. Reliability is the deliverable.
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Kinyoubi Atelier & Co. · Jeypore, Koraput District, Odisha, India