Use Case · Applied AI Engineering
From idea to production in eight weeks.
Yobitel ships a complete app-building stack: typed SDKs, RAG primitives, agent orchestration, embeddable UI, and one-click deploy onto Yobibyte. Your product team focuses on the experience — we handle inference, observability, and the unglamorous middle.
5 min
To first deploy
8 weeks
POC → production
12+
First-party SDKs
500+
Pre-built app templates
Why teams struggle
The problems that block the work.
We hear the same pattern of failure modes across every engagement. These are the ones Yobitel exists to remove. Not generic platitudes, but the specific frictions that stall delivery.
Time-to-first-deploy is months, not minutes
By the time the platform team has stood up an inference endpoint, the product team has lost the sprint. Most internal AI projects die in the integration gap.
Integration complexity
Vector DB here, embeddings model there, queue somewhere else, eval harness on a laptop. Wiring six services together for a single RAG app burns the whole quarter.
Hallucinations and trust
The demo wowed leadership. Then a customer screenshot of a hallucinated answer hit social media. No grounding, no citations, no eval gate, no policy engine.
No observability on day one
When latency spikes or quality degrades, nobody knows which span — retrieval, rerank, generation, tool call — is to blame. Debug-by-print across three providers.
What Yobitel delivers
The capabilities we ship, end to end.
Each capability is a first-class product surface, not a slide. They compose into the platform behind every Yobitel customer in production.
Typed SDKs in 6 languages
TypeScript, Python, Go, Rust, Java, and .NET clients with strict types, retries, streaming, and observability baked in. Generated from one OpenAPI spec.
RAG primitives
Embeddings, hybrid retrieval (BM25 + ANN + rerank), chunking strategies, citation extraction, and grounding scores — all as first-class APIs.
Agent orchestration
Plan-execute, ReAct, and tool-calling agents with sandboxed execution, OAuth-secured connectors, and timeouts that actually work.
Tool & connector catalogue
Pre-built connectors for Salesforce, HubSpot, ServiceNow, Notion, Slack, S3, Snowflake, Databricks, and 80+ more. Bring-your-own via OpenAPI in minutes.
Embeddable UI kits
React, Vue, and Svelte components for chat, search, and copilot panels. Themed, accessible (WCAG 2.2), and customisable down to the token.
Eval & guardrails
InferenceBench eval suites, plus runtime policy: PII redaction, prompt-injection defence, jailbreak detection, and tenant-scoped tool whitelists.
One-click deploy
Push to a Yobibyte project, get a TLS endpoint, autoscaling, secrets, logs, and traces wired in. Roll back to any previous version from the CLI.
Full-stack observability
End-to-end span traces from UI click → retrieval → LLM → tool. Per-tenant cost dashboards, quality scores, and drift alerts out of the box.
How adoption unfolds
From pilot to production, step by step.
The typical adoption path. We compress it where you have momentum and we slow it down where compliance or change-control demand it.
Scaffold from a template
yobi init rag-chat picks a starter, wires the SDK, retrieval, eval, and UI together. First response from a hosted model in under five minutes.
Ground on your data
Point the ingestion pipeline at S3, Snowflake, Confluence, or your VPC database. Embeddings, chunking, and ACL propagation handled.
Add tools & guardrails
Plug in OAuth-secured tools, define policies (PII, allowed domains, tool whitelist), and write the first eval suite — five lines, not five hundred.
Pilot with real users
Deploy to a Yobibyte preview environment, share a private link, observe spans and quality scores live as users interact.
Promote to production
Same canary, eval-gated promotion as enterprise workloads — but you didn't write any of the platform glue.
The Yobitel stack behind this
Products & services that do this work.
No abstractions, no hand-waving. Each item below is a real Yobitel product or service with its own documentation, pricing, and SLA.
AI Applications Catalogue
500+ pre-built apps and templates — clone, configure, and deploy without starting from a blank repo.
Yobibyte Platform
Hosting, autoscaling, secrets, traces, evals, and rollback — everything an app needs after `git push`.
Custom AI Solutions
Embedded Yobitel engineers co-build alongside your product team for 6–12 week sprints.
MediQuery (reference app)
Production reference for clinical RAG: see exactly how grounding, citations, and audit logs are wired.
InferenceBench
Author and run reproducible eval suites that promote builds through environments automatically.
Marketplace
Curated open-weights and partner models, deployable into your app with a single config change.
Outcomes we measure
The numbers customers report back to us.
Aggregated medians across recent deployments. Specific outcomes depend on workload and starting baseline. We'll model yours during the first conversation.
5 min
From init command to first deployed response
8 weeks
Median POC → production timeline
70%
Less platform glue code vs an in-house build
100%
Of apps shipped with traces, evals, and rollback
Customer story
European insurance group, claims automation team
Shipped a grounded claims-triage copilot to 1,400 adjusters in nine weeks. 41% lower handling time on covered claims, zero hallucinated policy citations.
We never touched a vector DB, never wrote a tracer. The SDK and Yobibyte gave us a serious head-start on weeks one and two.
Where this lands
5 min
From init command to first deployed response
8 weeks
Median POC → production timeline
70%
Less platform glue code vs an in-house build
Other use cases
Explore the rest of the solution suite.
Enterprise AI Operations
Deploy AI at Scale
Multi-tenant model serving, GPU fleet orchestration, governed rollouts, and end-to-end cost attribution — on one platform. Move from notebooks to a hardened control plane with model registry, canary deploys, and per-tenant FinOps built in.
ExploreInfrastructure Modernisation
Modernize Data Centres
Refit aging facilities into AI factories without ripping out what works. Yobitel engineers retrofit cooling, fabric, and orchestration around your existing footprint — then layer GitOps and platform tooling so the new estate runs itself.
ExploreAIOps & SRE Automation
Automate IT Operations
Anomaly detection, self-healing runbooks, GitOps drift control, and an AI SRE that triages incidents at machine speed. Yobibyte's automation surface plugs into your existing observability stack and learns from every postmortem.
ExploreEdge & Physical AI
Edge AI & Physical AI
Run models where the data is generated. NVIDIA Jetson-based edge nodes, IoT integration, fleet OTA, sub-10 ms inference, and Isaac ROS for robotics — managed from the same Yobibyte control plane that runs the core cloud.
ExploreReady to put this into production?
Talk to a Yobitel engineer. We'll map your environment, sketch the architecture, and propose a 60–90 day plan to first measurable outcome.