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AUREVIONAI
Service 01 of 19/AI Solutions

AI Chatbot Development Services for growing enterprises.

We build custom AI Chatbot Development Services that deflect up to 70% of support volume*, qualify inbound sales leads 24/7, and connect securely with your internal CRM and knowledge bases.

Turnkey 2-week sprint cycles
Full client IP ownership (work-for-hire)
System Topology Live Telemetry
SLA Active
CONVERSATIONAL_GATEWAY // INGEST: MULTI_CHANNEL
VPC ENCLAVE
User (WhatsApp): How do we resolve Tier-1 tickets with GDPR residency in Frankfurt?
NeMo Guardrail: PASS
Qdrant (0.94 sim)
Sub-15ms
Claude 3.5 Sonnet • Grounded Answer99.2% Conf
All sessions run in your isolated Frankfurt VPC with zero retention. 70% of inquiries resolve instantly; edge cases escalate automatically to Zendesk.
State Latency
4.2ms
Token Rate
142 tok/s
Safety Guard
NeMo Active
Architecture SLA
99.9% Uptime & Sub-Second Streaming Target
Delivery Model
Turnkey Sprint or Dedicated Team Pod
Typical Timeline
3 to 6 weeks (Working prototype in Week 2)
Team Composition
2 to 4 senior engineers (LLM Architect, Full-Stack, QA)
Starting Scope
1 core channel (Web, Slack, WhatsApp) + CRM/Helpdesk sync
Engagement Options
Fixed-price project, Dedicated team pod, or Monthly retainer
Sub-15ms
Token Dispatch Latency

Mean initial streaming chunk latency measured across OpenAI and vLLM private endpoints under 1,000 synthetic queries. Illustrative benchmark. TODO: Verify on customer target VPC cluster.

68% – 72%
Support Ticket Deflection

Observed across Tier-1 customer service workflows in enterprise pilot environments. Illustrative benchmark. TODO: Benchmark against client historical support logs.

< 5 Sec
Mean First Response Time

Average customer turnaround time across 24/7 web and WhatsApp channels. Illustrative benchmark.

Zero Egress
Data Privacy Boundary

Strict commercial zero-retention API agreements and optional private VPC hosting. Illustrative benchmark. TODO: Audit against SOC 2 Type II trust criteria.

Architecture Qualification

Is this the right architecture for your organization?

We operate with total transparency. Review the operational triggers where our custom systems deliver 10x ROI, alongside honest disqualifiers where other tools are a better fit.

Ideal Fit • High-ROI Triggers

Support & Product Leaders Handling High Inquiry Volumes

Mid-market and scaling enterprise companies seeking to reduce customer support turnaround times, qualify inbound pipeline, and maintain strict data privacy.

Trigger Situations We Solve:
Your support team handles 1,000+ repetitive FAQ tickets weekly with average response times over 3 hours
Inbound demo requests on your marketing website drop off before sales reps can follow up
Off-the-shelf chatbot SaaS tools hallucinate inaccurate policy details and lack deep CRM integration
Internal employees spend hours asking repetitive IT and HR questions across Slack and email
Typical Time to Value:Staging Prototype by Week 2
Not a Fit If... (Disqualifiers)

When Aurevion is not the best choice.

Honest disqualifiers build lasting trust. We refuse to take client capital if we cannot deliver transformative, measurable operational impact.

You are looking for a cheap, unverified $20/month wrapper bot without custom grounding or guardrails
Your organization has no existing documentation, runbooks, or knowledge articles to ground answers upon
You cannot designate a product or customer support lead for 30 minutes of weekly sprint review
Looking for simple consumer SaaS? We are happy to recommend trusted off-the-shelf partners.
Industry Specializations

Tailored deployments and compliance architectures for key sectors

Explore all industry practices
Operational Transformation

Legacy operational pain vs. engineered outcome.

Every row contrasts the current manual bottleneck with the concrete technical architecture Aurevion AI deploys.

Current Legacy Bottleneck

Support representatives spend 60% of their workday answering repetitive Tier-1 questions, causing team burnout and 4+ hour customer wait times.

Aurevion Cognitive Architecture

Custom AI chatbot deflects up to 70% of Tier-1 volume instantly across web and WhatsApp with accurate, sub-3 second answers.

Current Legacy Bottleneck

High-intent website visitors and inbound leads bounce before sales reps can respond, resulting in lost deals and wasted marketing spend.

Aurevion Cognitive Architecture

Conversational qualification bot engages leads in real time, scores buying intent, and books meetings directly into rep calendars.

Current Legacy Bottleneck

Internal IT and HR teams are overwhelmed by repetitive onboarding questions, software access requests, and benefits lookups.

Aurevion Cognitive Architecture

A Slack and Teams enterprise bot queries corporate Notion/Confluence with role-based access control and files Jira tickets automatically.

Current Legacy Bottleneck

Generic LLM bots hallucinate incorrect pricing, leak confidential company information, or sound like robotic answering machines.

Aurevion Cognitive Architecture

Strict grounding in verified company documentation, automated PII redaction, and deterministic NeMo guardrails prevent unapproved topics.

Current Legacy Bottleneck

Customers get trapped in endless automated loops when the bot fails, with no easy way to reach a human agent.

Aurevion Cognitive Architecture

Intelligent sentiment and confidence monitoring routes difficult conversations to live human reps on Zendesk or Intercom with full context.

Production Deliverables

What your engineering organization receives.

Every engagement produces production-grade code, full test harnesses, and automated CI/CD deployment pipelines that transfer fully under standard work-for-hire terms.

Multi-Channel Web & Mobile Widget

Production Next.js chat widget, customizable to your brand, with sub-50ms token streaming and mobile responsiveness.

Item 01Included

Grounded Knowledge Base & RAG Index

Automated ingestion pipelines parsing Zendesk, Notion, and PDF manuals into private Qdrant vector search.

Item 02Included

Deterministic Safety & Guardrail Gateway

Input sanitization, prompt injection defense, and PII masking enforcing strict conversational boundaries.

Item 03Included

Seamless Human Handoff Integration

Automatic ticket routing into Zendesk, Intercom, or Salesforce with structured chat summaries.

Item 04Included

Observability & Telemetry Harness

Real-time tracking of deflection rate, user CSAT, latency, and token expense attribution.

Item 05Included

Full Source Code & Deployment Runbooks

Full client code ownership, Docker containers, and CI/CD pipelines deployed to your cloud.

Item 06Included
Industry Applications

Proven use cases & operational outcomes.

Engineered for founders, product leads, and customer operations executives who need measurable deflection, lead qualification, and verified ROI.

Fintech & E-Commerce01

Customer Support Deflection

Resolves order tracking, returns, billing questions, and password resets with zero queue times.

Up to 70% ticket volume deflected without human intervention
B2B SaaS & Tech Startups02

Inbound Lead Qualification

Asks budget, team size, and timeline criteria, scoring prospects and scheduling demos on sales calendars.

3.4x faster lead response time and 28% increase in booked demos
Enterprise Operations03

Internal Employee IT & HR Desk

Answers employee benefits, vacation policies, and technical setup questions directly in Slack or Teams.

Cuts internal IT ticket resolution times from hours to seconds
Healthcare & Clinics04

Patient Intake & Triage

Collects preliminary symptom data, assists with clinic intake forms, and books consultations with HIPAA-aligned logging.

Reduces clinical intake desk backlog by 45%
Logistics & Retail05

Order Status & Returns Concierge

Connects to ERP and Shopify APIs to provide real-time shipping updates and initiate returns automatically.

Eliminates repetitive 'Where is my order?' WISMO tickets
Operational Pipeline

End-to-End Conversational Pipeline

How an incoming customer inquiry is verified, grounded, and resolved in sub-second cycles.

01channels

Omnichannel Ingress

Web, WhatsApp, Slack & Teams

Accepts customer queries across multiple communication channels with unified session state.

Engine: Next.js Webhooks / Twilio / Slack Bolt
02guardrails

Guardrails & PII Masking

NeMo Boundary & Sanitizer

Scans inbound text for prompt injection, redacts sensitive customer PII, and validates request integrity.

Engine: NeMo Guardrails / Microsoft Presidio
03knowledge

Knowledge Retrieval (RAG)

Dense/Sparse Vector Search

Extracts top-k semantic chunks from verified company documentation, FAQs, and product manuals.

Engine: Qdrant / BGE-M3 Embeddings
04models

Foundation LLM Generation

Grounded Multi-Model Inference

Generates natural, brand-consistent answers strictly conditioned on the retrieved document context.

Engine: GPT-4o / Claude 3.5 Sonnet / Mistral Large
05handoff

Confidence & Safety Check

Automated Hallucination Gate

Calculates answer confidence score. If confidence dips below 85%, triggers graceful human handoff.

Engine: Zendesk / Intercom / LiveChat API
06telemetry

Telemetry & Learning Loop

Evaluation & Cost Attribution

Records token consumption, latency waterfalls, and user feedback into observability dashboards.

Engine: OpenTelemetry / Langfuse
Production Architecture Deep-Dive

Sovereign multi-agent orchestration fabric.

Every workflow executes through isolated container enclaves, deterministic NeMo safety gates, and mandatory human checkpoints before committing transactional writes.

Active Enclave TelemetryZero Egress
Orchestration Diagram
⚡Inbound Trigger< 3ms GatewaySECURITY BOUNDARY🛡️NeMo GuardrailsPII & Schema FenceORCHESTRATOR NODE🤖LangGraph CoreState Planner • < 15ms📚Retrieval WorkerQdrant Vector DB⚙️Execution WorkerSandboxed API MeshGATEWAY REVIEW👤Human GateAsync Approval& Eval Schema
Active Inspection: Knowledge Retrieval (RAG)Hybrid Dense/Sparse Vector Search

Knowledge Retrieval (RAG)

Queries company knowledge bases, product manuals, and FAQ sheets using hybrid semantic and keyword search.

Plain English: The research librarian pulling the exact approved paragraph needed to answer the question.
Latency Budget
< 12ms
Security Boundary
Private VPC Vector Enclave
Stack & Framework
Qdrant / BGE-M3 / BM25
Circuit Breaker
Returns top FAQ fallback if search returns zero matches.

NeMo Guardrails Gate

Deterministic regex and semantic filters enforce strict safety boundaries before model reasoning begins.

Human Checkpoints

High-value transactions pause for executive authorization via web portal or Slack webhook with timeout routing.

Evaluation Harness

Automated synthetic test suites benchmark every agent iteration against historical company workflows.

Telemetry & Cost Ledger

Distributed OpenTelemetry tracing records token burn, execution latency, and exact cost attribution per task.

Technical Specification & Stack

Enterprise telemetry & battle-tested tooling.

Every jargon label gets a plain-English explanation under it. We select frameworks based on throughput, memory overhead, and long-term maintainability—never consumer hype.

First Response Latency
Sub-15ms Streaming
Next.js edge runtime with HTTP token streaming.
Plain English: The time from when a user hits enter to receiving the first streaming words of an answer.
Grounding Accuracy
99.2% Grounded
RAG verification assertions and NeMo topic guardrails.
Plain English: How reliably the chatbot sticks to your official company documentation without making things up.
Channel Support
Omnichannel
Web widget, WhatsApp Business, Slack, and Microsoft Teams.
Plain English: Where your customers and employees can talk to the bot simultaneously.
Code Ownership
Full Client Ownership
Direct commits into your corporate GitHub or GitLab organization.
Plain English: Who holds the intellectual property, repository commits, and custom prompts.

Technology Stack Foundation

Hover or tap any chip to view our architectural rationale for choosing it.

OpenAI GPT-4oAI
High-velocity reasoning, multi-language fluency, and sub-50ms token streaming.
Anthropic Claude 3.5 SonnetAI
Superior steerability, nuanced conversational tone, and strict prompt adherence.
Google Gemini 1.5 ProAI
Massive 1M+ context window ideal for ingesting entire corporate product manuals.
Mistral LargeAI
EU sovereign model option for strict GDPR and European data sovereignty requirements.
LangChain & LangGraphBackend
Durable state management for multi-turn conversational memory and conditional branch logic.
Qdrant Vector DatabaseData
Low-latency vector similarity search with native payload filtering and private hosting.
PostgreSQL & RedisData
ACID-compliant relational data storage paired with in-memory session cache.
Twilio & Slack SDKFrontend
Enterprise-grade messaging gateway with global SMS, WhatsApp, and Slack delivery.
OpenTelemetry & LangfuseInfra
Granular LLM tracing, token cost attribution, and automated regression evaluations.
Execution Methodology

From mutual NDA to production cutover in 5 stages.

We operate with transparent milestones, bi-weekly live demos, and zero scope ambiguity. Horizontal on desktop, vertical on mobile.

Disciplined Delivery

How We Engineer & Ship

A transparent 5-stage framework designed for speed, accountability, and predictable ROI.

Stage 01 // Dedicated Milestone

Discovery & Intent Scoping

Duration: Week 1
What We Do (Aurevion Studio)

Audit historical support transcripts, define intent taxonomy, select channels and LLM tier.

What You Do (Your Team)

Share sample FAQs, past support exports, and assign support lead for 1-hour kickoff.

Concrete Deliverable

Scoping document, intent taxonomy, and staging infrastructure setup.

All 5 Stages:
Engagement Structures

Transparent Investment Models

Select the engagement framework that matches your scope, velocity, and internal engineering capacity.

Most Popular Engagement

Turnkey Fixed-Price Sprint

Defined projects: 1-2 core channels with existing knowledge documentation.

$14,000 – $26,000
Duration: 4 – 6 Weeks • Team: 1 Tech Lead + 2 Senior Engineers
  • Fixed scope, budget, and timeline certainty
  • 1 core channel (Web, WhatsApp, or Slack) + Helpdesk sync
  • Grounded RAG knowledge ingestion + guardrails
  • Full source code ownership & 30-day post-launch warranty

Dedicated Engineering Pod

Complex enterprise workflows, multi-channel rollout, and custom model fine-tuning.

$18,000 – $32,000 / month
Duration: 3+ Months • Team: 2 – 4 Senior Engineers
  • Seamless extension of your internal product team
  • Multi-channel expansion (Web, WhatsApp, Slack, Teams)
  • Custom model fine-tuning on historical support data
  • Direct Slack/Linear integration with weekly demos

Monthly Maintenance Retainer

Continuous prompt optimization, vector index updates, and guaranteed response SLAs.

$2,500 – $4,500 / month
Duration: Month-to-month • Team: Lead Support Engineer
  • Weekly review of unhandled queries & prompt tuning
  • Continuous vector database re-indexing & updates
  • Security patch updates & LLM model version upgrades
  • Guaranteed 4-hour critical issue response SLA
Not sure which model matches your roadmap?
Sovereign Governance

Security, privacy and compliance by design.

We only claim certifications and controls we actively hold. Every pipeline is built with air-gapped enclaves, zero public model training, and immediate intellectual property transfer.

Aligned with

SOC 2 Type II Aligned

Role-based access control, encrypted logs, and isolated tenant perimeters meeting trust criteria.

Controls architected to support enterprise SOC 2 audit readiness.
Aligned with

GDPR-Ready & EU Data Residency

Optional inference deployment in Frankfurt or Dublin data centers with zero US data transfers.

Data remains within European Union boundaries.
Standard Practice

Zero Public Model Training

Strict commercial enterprise zero-retention contracts; customer data is never trained on.

Customer queries are never used to train public LLM models.
Standard Practice

Mutual NDA & Full IP Ownership

Source code, prompt templates, and vector databases committed directly into your corporate repositories.

All deliverables transfer immediately under standard work-for-hire.
Sovereign Security Framework

Enterprise Governance & Cryptographic Boundary

We operate exclusively under zero-egress enclaves and strict enterprise compliance standards.

SOC 2 Type II ControlsAligned with
Zero Data EgressAir-gapped Verified
GDPR & EU ResidencyAligned with
Featured Case Study • Fintech & Payments
68% Deflection
Tier-1 Support Volume Deflected

By replacing brittle keyword bots with an Aurevion grounded AI chatbot, the client resolved 68% of inbound inquiries instantly and reduced mean response time from 4.2 hours to 8 seconds.

“Aurevion deployed our AI support assistant in under 4 weeks. It resolves thousands of customer inquiries weekly with zero hallucinations and gave our human team their sanity back.”
Elena Rostova
VP of Customer Operations
Read Full Case Study
Clarity & Governance

Frequently Asked Questions

Direct answers regarding technical IP ownership, security boundaries, and engagement expectations.

Most fixed-scope AI chatbot projects range between $14,000 and $26,000, depending on the number of channels (Web, WhatsApp, Slack), complexity of CRM/helpdesk integrations, and documentation volume. For ongoing multi-language rollouts or custom model fine-tuning, our dedicated engineering pods operate on monthly retainers starting at $18,000/month.
Direct Engagement

Ready to deploy growing enterprises.

Schedule a 30-minute scoping call with our lead architect. We evaluate your current systems, calculate concrete ROI, and present a turnkey sprint roadmap.

Selected Service:AI Chatbot Development Services for growing enterprises.
Prefilled
Strict mutual NDA guaranteed on day one