- What case studies does KaritKarma publish?
- KaritKarma publishes three technical case studies that cover three different verticals. (1) Sotto, the AI voice ordering platform for UK restaurants, runs on .NET 10, Groq Llama 4 Scout, Whisper Large v3 Turbo, and Deepgram Aura 2 with an end-to-end voice latency under 500 milliseconds. (2) NewsForge, an autonomous newsroom platform built on .NET 10 plus a Python AI pipeline and PostgreSQL with pgvector, powers the live Bengali-first portal khoboria.com. (3) Kuhok, the dignity-first network for cast and crew, runs 14 .NET microservices behind a YARP gateway with Darwan RBAC enforced per route and is live at kuhok.net. Each case study documents the architecture, the platform services integrated, and the shipped customer status.
- Are KaritKarma case study customers real production deployments?
- Customer status varies and we label each case honestly. NewsForge has a named live customer at khoboria.com that publishes daily in Bengali with no manual editor in the loop. Kuhok is live at kuhok.net with 14 microservices in production. Sotto is built and tested as a production-ready platform with 609 tests and a sub-500 millisecond latency budget, with active UK restaurant pilots. We do not promote pilot deployments to general availability claims and we name customers only with explicit permission.
- Which KaritKarma platform services do the case study products integrate?
- All three case study products integrate the same shared platform layer. Wenme handles OAuth 2.1 plus PKCE authentication with passkeys. Darwan handles authorization with role-based access control and signed audit trails. BitsPath handles transactional email, SMS, WhatsApp, and voice notifications. Professional Vault handles encrypted asset storage with face recognition and CLIP semantic search. Sotto additionally uses Loom for menu and commerce data. Kuhok additionally uses QRID for digital industry membership cards (QRID positions QR or NFC credentials for elite social and professional networks, not generic QR-code generation).
- How long does it take to ship a product on the KaritKarma platform?
- By skipping auth, authorization, communications, storage, and payments, product teams report 6 to 12 months saved versus building from scratch. Sotto reached a sub-500 millisecond voice latency budget on .NET 10 with 29 projects in a Clean Architecture monorepo. Kuhok shipped 14 microservices with a YARP gateway, Next.js 16 frontend, and Darwan-protected routes in a single delivery cycle. NewsForge built an 11-stage autonomous pipeline (.NET 10 plus Python) that publishes in 50-plus languages with Master Intelligence reducing pipeline cost by 80 percent versus the original 7-call design.
- Can I see the source data behind a case study claim?
- Yes. Every numerical claim on a case study page (test counts, microservice counts, latency budgets, language counts, pipeline stages) is sourced from the product repository at the date of publication. Counts that depend on a live system (uptime, customer counts, publish volumes) are dated and are refreshed when we update the case. If you need a verifiable reference before signing a contract, we walk the architecture and the relevant repository views in a 30-minute technical briefing.
- Where do KaritKarma case study products run?
- All KaritKarma-operated infrastructure runs on hardware physically owned inside Bangladesh, in a Tier-3 data center on AS 64005 as an APNIC member (operating since 2010). Sotto, as a UK restaurant product, runs in a UK-region deployment for data-residency reasons. NewsForge runs on KaritKarma infrastructure with khoboria.com fronted by Cloudflare. Kuhok runs on KaritKarma infrastructure at deploy.kuhok.net under Ubuntu 24.04.