Production AI Engineering, Sub-300ms Voice Telephony & Custom SaaS MVPs
We engineer autonomous inbound voice telephony agents, custom multi-agent LLM systems, and full-stack AI SaaS
MVPs for founders who need production code instead of slide decks. Shipped in 3-week fixed sprints with
deterministic tool calling, LiveKit / Twilio SIP integration, and sub-300ms round-trip latency.
“Yes. We ship full-duplex LiveKit and Twilio SIP agents benchmarked at 240ms round-trip with zero
hallucination. I can patch you directly with Aditya, our lead engineer, or lock a 30-minute scoping slot
on cal.id/adi.”
The Prototype-to-Production Chasm: Why 85% of AI Agents Fail Under Load
Prototype code fails when concurrency increases, non-deterministic prompts hallucinate on unconstrained
input, and unoptimized token pipelines cause cloud bills to spike. Shipping production AI software requires
distributed systems discipline, rigorous latency telemetry, and formal regression evaluations.
Six month average delays.
Agency retainers
Layers of non-technical account managers, generic outsourced code, and 50,000 dollar minimums for software
that still needs rewriting.
Zero tests or benchmarks.
Freelance prompt wrappers
Single-file scripts that crash under basic concurrency, lack regression evaluations, and leave you with
unmaintainable spaghetti code.
02 // SERVICES & PRICING
Fixed-Scope AI Engineering Sprints: Voice Telephony, SaaS MVPs & Multi-Agent Systems
Direct engineering engagements designed for seed teams and founders who need production code fast.
Answers calls under 280ms.
From $850 / ₹69,000
Inbound voice telephony agent
Sub-300ms conversational phone agents over LiveKit & Twilio SIP trunks with streaming speech neural
models. Autonomous lead qualification, CRM tool calling, and live calendar booking with zero
hallucination.
From architecture blueprint to paying users in 21 days. Full-stack web application with authentication,
database schema, Stripe/Razorpay billing, and multi-model LLM orchestration with 100% IP ownership.
Deterministic tool execution, retrieval-augmented generation (RAG) with vector indexing, and regression
evaluations designed for high concurrency without token waste.
Claude 3.7 / Llama 3.3vLLM Fast InferenceSpeculative TokensPydantic Schemas
SYSTEM INVARIANT ENFORCED
Deterministic function invocation with zero hallucination. If parameters fail schema validation,
engine falls back to secondary deterministic slot-filling prompt within 25ms.
TELEMETRY & REAL-TIME METRICS
Token Speed165 t/s
First Chunk TTFT95ms
Schema Match99.98%
Interrupt Cut-off120ms
03 // EMPIRICAL PROOF
Full-Duplex Telephony & Multi-Lingual Architecture: Real Production Telemetry
Measured latency, multi-lingual throughput, and automated test accuracy across real production deployments.
AUDIO INGEST // LIVEKIT WEBRTC<18ms91% faster than standard HTTP
Eleven Indian languages supported.
MentorMitra psychometric assessment engine
Engineered the AI psychometric assessment engine and college recommendation system for students across
India, handling regional language queries with sub-second retrieval.
“I love algorithmic logic, math, and molecular biology, but I do not want to pursue traditional
MBBS. What multidisciplinary engineering programs fit my profile?”
Computational Bioengineering & Neural
Systems98.8% Psychometric Fit
AI-powered student psychometric assessment engine and college recommendation platform supporting 11
regional Indian languages with sub-second retrieval.
Offline-first veterinary CRM & clinical management platform for pet doctors, managing electronic health
records (EHR), vaccination protocols, appointments, inventory, and automated WhatsApp patient communication.
Academic Rigor Meets Fast Execution: Founded by IEEE Best Paper Awardee & IIT Ropar Alumnus
Aditya Kasyap founded Adibiz after winning the IEEE Best Paper award at CINS 2025 and graduating with AI
Major from
IIT Ropar. We engineer production software for founders building voice agents and applied AI systems
across India, the United States, and Europe. Every project is scoped, architected, and deployed directly
by senior engineers from our Bengaluru studio.
Live call handling verified.
"Our voice agent handled forty inbound qualification calls on its first day without dropping a syllable."
Rahul M., founder & ceo
Regional Indian languages shipped.
"The psychometric assessment engine handles eleven Indian languages with zero hallucination in
recommendations."
Priya S., operations lead at MentorMitra
Nineteen day launch record.
"We went from a blank repository to paying customer signups in nineteen days."
Transparent answers on latency benchmarks, deliverables, IP ownership, and fixed-scope pricing.
How do Adibiz.in voice AI telephony agents achieve sub-300ms latency?
We architect full-duplex bidirectional audio streaming directly over LiveKit WebRTC and Twilio SIP trunks
using direct speech-to-speech multimodal models and zero-buffer streaming ASR pipelines. With speculative
token generation on high-throughput LPU inference engines and sub-chunk neural voice synthesis, our
pipelines eliminate turn-taking delays and voice clipping—delivering natural, human-speed conversational
responses under 280ms.
What is included in the 3-week AI SaaS MVP sprint?
The sprint delivers a complete, investor-ready web application: authentication, database schema, payment
billing (Stripe / Razorpay), model orchestration with fallback providers, rate-limiting, and an intuitive
responsive user interface. You receive 100% production-ready code with deployment to your AWS, GCP, or
Vercel infrastructure.
How does your fixed-scope pricing compare to traditional agency billing?
Traditional agencies bill open-ended hourly rates that incentivize slow delivery and bloated roadmaps. At
Adibiz.in, we provide a single fixed-price quote and committed delivery date before any work starts. If a
milestone requires extra iteration to meet agreed benchmarks, you never pay a penny more.
Which AI models and speech frameworks do you integrate?
We maintain an evergreen, vendor-agnostic architecture that routes dynamically to frontier reasoning and
speech engines based on latency, accuracy, and workload economics. Our production systems orchestrate
frontier models from Anthropic (Claude), OpenAI (GPT), Google (Gemini), and Meta (Llama), alongside
streaming neural speech pipelines from Deepgram, Cartesia, and ElevenLabs. For enterprise compliance and
private cloud environments, we deploy and fine-tune high-performance open-weight models on self-hosted
vLLM and TensorRT-LLM clusters.
Can your phone agents sync directly with our CRM and calendar tools?
Yes. Every voice agent pipeline features deterministic tool-calling integrations with HubSpot, Salesforce,
Notion, PostgreSQL, and scheduling engines like Cal.com and Google Calendar. During live calls, the agent
verifies calendar slot availability, reserves the meeting, and logs the customer transcript directly into
your CRM.
What multi-lingual capabilities are supported for global deployment?
We build multi-lingual NLP and voice systems supporting English, Hindi, Spanish, German, French, and
regional Indian languages. Drawing from our IEEE-recognized research in multi-lingual assessment
pipelines, our systems preserve sentiment, intent, and domain vocabulary across language transitions.
Who owns the intellectual property and source code created during the project?
You own 100% of the intellectual property, repository commits, architecture diagrams, fine-tuning
datasets, and infrastructure scripts from day one. All code is delivered into your private GitHub or
GitLab organization with no vendor lock-in or recurring agency license fees.
How quickly can we get started and receive a technical architecture roadmap?
You can book an immediate 30-minute scoping call directly on this page via cal.id/adi/ai-mvp-scoping or submit a quote
request below. Within 24 hours of our conversation, you will receive a detailed architecture blueprint,
fixed price, and sprint schedule.
06 // SCHEDULE & QUOTE
Schedule an AI Architecture Scoping Session or Request a Fixed-Price Quote
You talk directly with the engineer building your system, with a fixed scope and price sent within 24 hours.
Global 24h Engineering Mesh: Continuous development cycle across 3 continents. Live
video & architecture pairing with North America and Europe, backed by overnight sprint builds.