--- title: Chatbot Development description: "Build custom AI chatbots with NLP, LLM integration, RAG pipelines, and multi-channel deployment. Full source code ownership with Miracuves." url: https://miracuves.com/service/chatbot-development date_modified: 2026-09-28 author: miracuves language: en_US --- Available Now · 90+ Readymade Solutions # Chatbot Development Company AI ChatbotsNLPCustom LLMs Miracuves is a chatbot development company building custom AI conversational agents for customer support, sales automation, and enterprise workflows. We integrate NLP, LLMs, RAG pipelines, and multi-channel deployment across web, WhatsApp, and mobile with 100% source code ownership and absolute IP safety on day one. [WhatsApp - Talk to Our Team](https://wa.me/919830009649)[Explore Clone Solutions](https://miracuves.com/solutions/) ★★★★★ **Clutch reviewed 5.0**Starting from **$2,199**[View live deployments](https://miracuves.com/portfolio/) - 9,000+ Delivered - 3,900+ Apps Published - 100% Source Ownership - NDA Day One **6 days**Ready-made platform delivery**$3,699**Chatbot base build, from**90+**Clone solutions**100%**IP assignment Python engineers active right now NLU intentsLive handoverWhatsAppAnalytics9,000+ deliveredNDA day one Related services[AI Agent Development](https://miracuves.com/service/ai-agent-development/)[TensorFlow Development](https://miracuves.com/service/tensorflow-development/)[Azure app Development](https://miracuves.com/service/azure-app-development/)[Hire Embedded Systems Developers](https://miracuves.com/service/hire-embedded-systems-developers/) - **AI Chatbots · NLP · LLM Integration**Custom conversational agents - **100% Source Code**Delivered to you on handoff - ### White-Label Ready Fully rebrandable on delivery - ### NDA Day One IP protected first call - ### Full Source Code Delivered at handoff - ### 60-Day Support Post-launch included - ### 100% IP Ownership Yours - always - [### Clutch Reviewed 5.0★ Third-party verified](https://miracuves.com/reviews-awards/) More than 6,000+ Companies Trust us Worldwide [![Miracuves Ranked among top 1000 companies globally by Clutch](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-Clutch-top-1000-company.webp "Chatbot Development 1")](https://clutch.co/profile/miracuves-solutions#reviews) [![Miracuves is a top-minus service provider in the United States by Clutch](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-clutch-top-managed-service-provider-US.webp "Chatbot Development 2")](https://clutch.co/profile/miracuves-solutions#reviews) ![MediaCube is the best managed IT service provider in New York City by Expertise.com](https://miracuves.com/wp-content/uploads/2024/03/Miracuves-Expertise-Provider.webp "Chatbot Development 3") ![MiraQs as an official member of Forbes Business Council ](https://miracuves.com/wp-content/uploads/2024/03/Mircuves-Official-Memeber-Forbes-Council.webp "Chatbot Development 4") [![Miracuves is a verified agency with design rush. ](https://miracuves.com/wp-content/uploads/2024/03/DesignRush-Top-Design-Agencies-in-India.webp "Chatbot Development 5")](https://www.designrush.com/agency/profile/miracuves#reviews) [![MiraQs is ranked as a trustworthy service provider with Trustpilot. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-TrustPilot-Top-Software-Development-Company.webp "Chatbot Development 6")](https://www.trustpilot.com/review/miracuves.com) [![Miracuves is one of the top managed service providers, companies by themanifest. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-The-Manifest-Top-Managed-Software-Development-Company.webp "Chatbot Development 7")](https://themanifest.com/company/miracuves-solutions) [![Miracuves ranked as a top software development company by Design Rush. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-Designrush-Top-Software-Development-Company.webp "Chatbot Development 8")](https://www.designrush.com/agency/profile/miracuves#reviews) [![Miracuves is recognized as top software developed company by goodfirms. ](https://miracuves.com/wp-content/uploads/2025/04/Miracuves-GoodFirms-Top-Software-Development-Company.webp "Chatbot Development 9")](https://www.goodfirms.co/company/miracuves-solution) In short Miracuves is a chatbot development company building customer support, sales and internal knowledge chatbots for web, WhatsApp and in-app chat. Each bot answers from your own content, looks up live data through your APIs and hands over to a person when unsure. A ready-made platform ships in 6 working days, a chatbot base build takes 2-4 weeks, custom chatbots 4-8 weeks. You own 100% of the source code. Our Chatbot Development Approach ## How Miracuves builds custom AI chatbots - from 9,000+ projects of real delivery experience After 9,000+ projects and 3,900+ published apps, Miracuves builds conversational AI with a set method rather than from a blank notebook. Every chatbot starts from production-tested conversation flows, intent classification models and NLU training pipelines already proven in customer support, sales automation and internal knowledge bots, and is then shaped around your content, your systems and the questions your customers really ask. Every chatbot Miracuves ships connects to your real business systems - CRM lookup, order status APIs, knowledge base retrieval, and ticketing platforms - through secure, authenticated integrations. We build with Python on the backend and a lightweight JavaScript widget for web chat, and deploy multi-channel to web, WhatsApp Business API, and mobile SDKs. Full source code is yours on handoff, with no vendor lock-in on the LLM layer. **Who this service is built for:** support leaders, SaaS founders and marketplace operators who want a chatbot that answers customers from their own help content, looks up orders or accounts through their APIs, and hands the conversation to a person when it should. It fits when you want a company-delivered bot on web, WhatsApp or in-app chat with published pricing and full IP - not hourly staffing. If the bot must carry out multi-step tasks across your systems, [AI agent development](https://miracuves.com/service/ai-agent-development/) is the better fit; if the chatbot sits inside a new mobile app, our [Flutter](https://miracuves.com/service/flutter-app-development/) or [React Native](https://miracuves.com/service/react-native-development/) teams build the app and we add the chat to it. - **Custom NLP intent classification and entity extraction trained on your domain data:** not generic small-talk models - RAG (Retrieval-Augmented Generation) pipelines with vector search over your documents, manuals, and knowledge base - Multi-channel deployment: web chat widget, WhatsApp Business API, Telegram, and REST API for custom integrations - Human-in-the-loop handoff: the conversation and its context pass to a live agent when the bot detects low confidence or complex queries - LLM-agnostic architecture: swap between OpenAI, Anthropic, or self-hosted models without rearchitecting Written by the Miracuves Chatbot Development Team · May 2026 · Updated September 2026[View Deployed Portfolio →](https://miracuves.com/portfolio/) **9,000+**Projects delivered since 2010**3,900+**Apps published by Miracuves**90+**Ready-made solutions to start from**6 days**Ready-made clone delivery**2-8w**Miracuves custom chatbot timelines**100%**Source code ownership **Web Chat**Embedded widget**WhatsApp**Business API**Mobile SDK**iOS + Android ### Why Custom Chatbots at Miracuves - Chatbot base build**2-4 weeks** - Deployment channels**Web + WhatsApp + API** - Answers grounded in**Your own content** - Clone solutions ready to ship**90+ solutions** - LLM flexibility**Agnostic architecture** - Source code ownership**100% yours** Example engagement: Singapore EdTech support assistant, 6 weeks > "A Singapore EdTech platform was answering the same parent and student questions by email every term. We built a support assistant grounded in its help centre and timetable data: retrieval over the knowledge base, answers that cite the page they came from, and a hand-off to a human agent when confidence dropped. It ran on the website and WhatsApp, and staff reviewed flagged conversations weekly to improve it." Ready-Made Platforms ## What Miracuves has deployed - what you can launch today Six of our 90+ ready-made platforms, each shipping with its apps and admin panel in 6 days. [View All 90+ Solutions](https://miracuves.com/solutions/) [*01*B2B Marketplace6 days ### Alibaba Clone B2B wholesale platform with bulk ordering, supplier verification, trade assurance. From $3,099Web + MobileB2B Portal](https://miracuves.com/alibaba-clone/)[*02*EdTech6 days ### Byjus Clone Online learning platform with interactive lessons, assessments, progress tracking. From $2,499iOS + Android + WebK-12 + Prep](https://miracuves.com/byjus-clone/)[*03*HealthTech6 days ### Practo Clone Healthcare platform with doctor booking, teleconsultation, health records, pharmacy. From $4,299iOS + AndroidMulti-Specialty](https://miracuves.com/practo-clone/)[*04*Social Media6 days ### Instagram Clone Photo/video sharing platform with stories, reels, filters, DMs, shopping integration. From $3,999iOS + AndroidPhoto + Video](https://miracuves.com/instagram-clone/)[*05*Video Platform6 days ### YouTube Clone Video sharing platform with uploads, channels, subscriptions, ads, live streaming. From $2,799iOS + Android + WebVideo Sharing](https://miracuves.com/youtube-clone/)[*06*Local Services6 days ### Thumbtack Clone Local service marketplace connecting customers with pros - quotes, booking, reviews. From $2,799iOS + AndroidService Pros](https://miracuves.com/thumbtack-clone/) **Honest note**Miracuves builds custom chatbots in Python, with a JavaScript widget for web chat and connectors for WhatsApp and in-app chat. The six platforms above are ready-made products that ship with their apps and admin panel in 6 days; a chatbot can be added to any of them as custom work. If the AI chat assistant is the product itself, our [ChatGPT clone](https://miracuves.com/chatgpt-clone/) is the ready-made starting point. Technology Comparison ## Custom AI Chatbot vs Dialogflow vs ChatGPT API - which is right for your chatbot project? Most chatbot vendors avoid this question because they resell a single platform. Miracuves answers it honestly - where your bot's logic lives decides what each conversation costs, how well it answers and whether you can ever move it. MetricFive things that decide cost, speed and reachMiracuves default ### Custom AI Chatbot Python + LangChain ### Dialogflow Google Cloud ### ChatGPT API Direct model calls *01*Conversation logic**Your flows + RAG over your content**Full control over prompts, rules and handoff**Intents and flows**Designed in Google Cloud's visual console**Prompt + model call**Every rule lives in your own prompt and code*02*Ownership**Full source code**Swap the model provider without a rewrite**Agent runs on Google Cloud**Moving off it means rebuilding the flows**Your code, OpenAI's model**Switching provider means re-testing prompts*03*Dev speed**2-4 weeks for a base build**Longer when many systems are integrated**Fast for scripted flows**Pre-built channel integrations**Fast to prototype**Slow to make reliable: grounding and guardrails are yours to build*04*Running cost**Hosting + the model tokens you choose**Small models for routing, larger ones only where needed**Per-request billing**Priced by Google Cloud edition and usage**Per-token billing**Long context and chat history raise the cost of each turn*05*Best for**Full control · complex conversations · compliance**Bots that answer from your content and your systems**Simple bots · Google ecosystem · quick wins**Teams already running on Google Cloud**Quick MVP · powerful LLM · prototype fast**Testing demand before a production build Choose a custom chatbot if… You need answers grounded in your own documents · live lookups in your CRM, order or ticketing systems · handoff into your helpdesk · a choice of model provider · full source code and one team owning the bot. Consider an alternative if… Your flows are short and scripted and your team already runs Google Cloud (Dialogflow) · you only need a prototype on the ChatGPT API · the bot must act across several systems, where [AI agent development](https://miracuves.com/service/ai-agent-development/) fits better. [See FastAPI backend development →](https://miracuves.com/service/fastapi-backend-development/) · [See Angular development →](https://miracuves.com/service/angular-development/) Chatbot guide ## What to decide before you hire a chatbot development company The decisions that shape a chatbot's cost and quality, answered for chatbots specifically - which engine, which channels, where the answers come from, and when a person takes over. ### Rule-based or LLM chatbot - which do you actually need? A rule-based bot follows flows you design: buttons, decision trees and intent classifiers of the kind Dialogflow and Rasa are built around. It is predictable, cheap per message and easy to audit, which suits order tracking, bookings and lead capture. It breaks when customers phrase things the flow never expected. An LLM chatbot reads free text and writes its own replies, so it copes with messy questions and can answer from long documents. The trade-offs are a cost for every message, and replies that must be grounded and checked. Most of the bots we are asked for work best as a hybrid: fixed flows for anything that touches money or accounts, an LLM for open questions. ### Which channels should the chatbot run on - web widget, WhatsApp or in-app? Put the bot where your customers already ask questions. The channel changes the build more than most buyers expect: - Web widget: the fastest to launch and fully under your control; it can show links, tables and forms, and it sees which page the visitor is on. - WhatsApp: needs a WhatsApp Business Platform number and a verified Meta business. Messages you start outside the 24-hour customer service window must use templates Meta has approved, and Meta charges per template message by category and country. - In-app chat: an SDK or screen inside your iOS and Android apps, where the user is already signed in, so the bot can act on their account safely. - One conversation core behind all three keeps answers identical everywhere and means a new channel is an adapter, not a second bot. ### How do you stop a chatbot from making things up? By never letting it answer from memory. The bot first searches your own content - help articles, policies, product sheets, past tickets - and the model is instructed to answer only from the passages it found, and to say so when nothing relevant turns up. This is retrieval-augmented generation (RAG), and it is how the bot quotes your refund policy instead of an average of every refund policy on the internet. Two rules matter as much as the retrieval. Data that changes by the minute, such as order status, stock and account balances, is fetched live from your APIs rather than copied into the index. And every answer is tested against a set of real customer questions before launch and after each prompt or model change. ### When should the chatbot hand the conversation to a human? Handoff is designed, not bolted on. Good triggers are specific: the search finds no relevant source, the customer asks for a person, the same question is rephrased twice, or the topic is one you never want a bot to settle alone - complaints, cancellations, medical or legal questions, anything involving a payment dispute. When a person takes over, they should get the full transcript, the customer's identity and what the bot already looked up, inside the helpdesk they already use, such as Zendesk or Freshdesk. Outside working hours the bot should say when a person will reply and collect the details, rather than pretend it can solve the problem. ### Can one chatbot handle several languages? Usually yes, and the model is rarely the hard part. The work is in three places. Retrieval must find an English help article when the question arrives in Hindi or Arabic, which needs multilingual embeddings and testing per language. Replies must follow your tone and terminology in each language, which means a review by someone who speaks it. And handoff needs agents who can take over in that language, or a clear message when none are available. On WhatsApp every template is approved per language, so each language adds a small approval step before launch. We scope languages one by one in the quote rather than promising all of them on day one. ### What does a chatbot cost to run per conversation? An LLM chatbot is billed by tokens, so the cost of a conversation is its number of turns multiplied by what each turn sends: instructions, retrieved passages, recent history and the reply. A six-turn conversation that sends 3,000 tokens of context per turn uses around 18,000 input tokens before any output. Multiply by your monthly conversations and your provider's current per-token price, then add hosting, the vector index and, on WhatsApp, Meta's template fees. The levers are practical: answer the top intents with fixed flows that cost almost nothing, route easy questions to a smaller model, trim retrieved passages, summarize long histories instead of resending them, and cache frequent answers. We log token spend per conversation from day one so these choices are made on your numbers. ### When is a chatbot the wrong answer - and when is an AI agent the better fit? A chatbot is the wrong buy when customers ask a small, stable set of questions; a clear FAQ page and good site search will serve them better. It is also the wrong tool when the job is doing things rather than answering: issuing refunds, rescheduling deliveries, updating CRM records across several systems with decisions along the way. That is [AI agent development](https://miracuves.com/service/ai-agent-development/) - software that plans steps and calls your tools with permissions and an audit trail. If you need a model trained or fine-tuned on your own data, [LLM development](https://miracuves.com/service/llm-development/) is the right service; for classification or extraction from text with no conversation at all, [NLP development](https://miracuves.com/service/nlp-development/). And if the chat assistant is itself your product, our ready-made [ChatGPT clone](https://miracuves.com/chatgpt-clone/) starts from $2,799 and ships in 6 working days. Technical Architecture ## How Miracuves engineers structure chatbots for production These are the decisions our engineers make on every chatbot we build - the choices that decide whether the bot answers from your content, hands over cleanly and stays affordable as conversations grow, or turns into one giant prompt nobody dares to touch. - *01* ### Architecture - Channel Adapters + One Conversation Core The web widget, WhatsApp and in-app chat each get a thin adapter that turns their messages into one format. The conversation core - flows, retrieval, model calls and handoff - is written once, so adding a channel never means building a second bot. - *02* ### State - Sessions in Redis, Knowledge in a Vector Index Redis holds each conversation's short-term state and rate limits. Your documents are chunked, embedded and stored in a vector index that is rebuilt when the content changes. Order status, account data and prices are never embedded - the bot fetches them live from your APIs. - *03* ### Quality - Evaluation Sets, Tracing and Cost Budgets Before launch we build a test set of real customer questions with expected answers and run it on every prompt or model change. Conversations are traced with LangSmith or a similar tool, and the token cost of each reply is logged so a budget alert fires before an invoice does. What most chatbot agencies get wrong One giant prompt with no tests. Answers generated without retrieval, so the bot invents refund policies. No path to a human. API keys shipped inside the browser widget. The full chat history resent on every turn, so the cost of a conversation climbs with each message. Starting correctly is faster than cleanup. answer.py - grounded reply with handoff ``` # Answer only from retrieved passages; hand over when unsuredef answer(question, session): passages = index.search(question, top_k=5) if not passages or passages[0].score < MIN_SCORE: return handoff(session, reason="no source found") reply = llm.generate(system=GROUNDED_PROMPT, context=passages, question=question) return with_sources(reply, passages) ``` Every answer starts with a search of your own content. When nothing relevant is found, the bot passes the conversation to a person instead of guessing - the same rule on web, WhatsApp and in-app chat. Our Service Models ## Three ways Miracuves delivers your chatbot project Every chatbot engagement is with Miracuves as a company - a complete team, a defined process and full delivery accountability. Choose the model that matches where your bot is today: a first launch, a custom build or ongoing tuning. Most PopularCustomer appPartner appAdminChatbot Base · Fixed Price ### Chatbot Base Delivery Miracuves starts from chatbot code we have already run in production - channel adapters, retrieval, handoff and analytics - puts it under your brand and connects it to your content and systems in 2-4 weeks. Source code fully yours. - Starting from $3,699 · priced in writing before work starts - Existing conversation, retrieval and handoff modules - Branding, configuration, white-labelling applied - Admin panel included in every delivery - Full source code · NDA · 60-day support App.tsxQueryRouterFeaturesHooksRoutesComponentsCustom Development · Scoped ### Custom Chatbot Build Miracuves builds your chatbot from your specification - your conversation flows, your integrations, your rules for when a person takes over. Full team: engineer, backend, QA, PM. - Scoped and priced before development begins - Clean architecture designed specifically for your product - Weekly sprint demos - working software every sprint - Production deployment to AWS, Vercel, or your cloud - Full source code · IP 100% yours Wk 1Wk 2Wk 3Wk 4Ongoing Retainer · Monthly ### Ongoing Chatbot Optimization Miracuves stays on as your chatbot team after launch - new flows, content and model updates, and fixes for the conversations the bot got wrong, on a monthly retainer with weekly sprint demos. - From $2,299/month - cancel with 2 weeks notice - Dedicated Miracuves team assigned to your product - Direct communication - no account manager relay - Weekly sprint demos - deliverables every cycle - Scales up or down as your product evolves Quality Standards ## How Miracuves ensures every chatbot delivery meets production standard Every chatbot passes through Miracuves' quality gates before handoff - not as a checklist, but as a delivery standard applied to every conversation core, channel adapter and knowledge index we ship. - Channel adapters separated from one conversation coreArchitecture - Session state in Redis - live data fetched from your APIs, never embeddedState - Evaluation set of real questions run on every prompt or model changeEvaluation - Channel QA - tested in the web widget, WhatsApp and in-app chat on real phonesQA - CI/CD pipeline - automated builds and tests from day oneDevOps - No secrets in source - API keys in environment config onlySecurity - Go-live ready - WhatsApp templates approved, handoff tested with your agentsDelivery Enforced QA Gates ## Our 6 Continuous Delivery Gateways Every line of code, every prompt, the knowledge index and each channel configuration must clear all six quality gates before the repository is handed over. **01** #### Code Review on Every Pull Request Every change merged into your main branch - code, prompts and flow definitions - is reviewed by a senior Miracuves engineer. No untested prompt or code reaches the bot your customers talk to. **02** #### Automated Test Coverage Required Unit tests for business logic, conversation tests for flows and retrieval, and integration tests for every API the bot calls. Minimum coverage is enforced before any release of the bot is built. **03** #### Answers Evaluated on Real Questions - Not Demo Prompts Miracuves runs the evaluation set and traces conversations with LangSmith before every release. A bot that handles five demo questions well has not been tested; one that passes your real, badly spelled, off-topic questions has. **04** #### Handoff Package - Not Just a Repository Source code, documentation, environment setup guide, API documentation, deployment credentials, channel and model provider access, the evaluation set and a post-launch runbook - all included in every chatbot handoff. **05** #### Channel Go-Live - WhatsApp and Web Managed Miracuves sets up the WhatsApp Business Platform number, submits your message templates for Meta's approval, installs the web widget on your site and connects handoff to your helpdesk before launch. **06** #### Post-Launch Monitoring - 60-Day Active Support Conversation logs, handoff rates and token spend are tracked from launch. During the 60-day post-launch support window Miracuves reviews the conversations the bot failed or handed over and fixes the content or flows behind them. Technology Stack ## The Python stack Miracuves ships with Matched to your channels, your content and your data rules - not a one-size-fits-all default. *Py***Python**Conversation core · LangChain*TS***TypeScript**Web chat widget · typed API contracts*Dk***Docker + K8s**Containers · repeatable deploys*FA***FastAPI**Chat API · channel webhooks*Rd***Redis**Session state · rate limits · cache*Vx***Vector index**pgvector or Qdrant · search over your content*Tw***Tailwind CSS**Widget styling to your brand*Gr***Gradio / Streamlit**Internal test consoles for your team*Nx***Next.js**Admin console · transcripts · content*Ax***Axios / fetch**Typed client for your CRM and order APIs*Cj***Chart.js / ECharts**Resolution, handoff and cost dashboards*Ws***WebSockets**Streaming replies · live agent chat*GH***GitHub Actions**CI/CD · evaluation runs on every change*Vc***Vercel / AWS**Hosting · or your own cloud*Sn***Sentry**Error tracking · performance*Nd***Node.js API**Widget backend · channel connectors Our Process ## From brief to a live chatbot - what happens and when Every chatbot engagement follows the same delivery spine - whether you start from a ready-made platform, our chatbot base or a custom spec. You always know what Miracuves is doing, which content and system access you need to provide, and what is delivered at each step. The timelines below reflect a ready-made delivery; chatbot base and custom builds run milestone-based with the same checkpoints. 1. **Step 01** ### Brief & NDA Share your concept via WhatsApp. NDA signed same day. We ask 6 specific questions. 2. **Step 02** ### Scope & Plan Right solution base, stack, and model confirmed. No payment before scope is agreed. 3. **Step 03** ### Build & Demo Repo created, architecture set. First commit in 24h. Weekly working demo runs. 4. **Step 04** ### QA & Polish Tested against your real questions on every channel. Handoff checked with your agents. 5. **Step 05** ### Launch & Handoff Full code and docs delivered. Channels switched on. 60 days active support. **Same Day**NDA turnaround**2-4 Weeks**Chatbot base build**24 Hours**First commit after scope**60 Days**Post-launch support ### Six days is Miracuves build time, not calendar time The six days are ours, and they do not run past six. What can add time sits on your side: developer account verification, merchant onboarding and compliance approvals are controlled by the app stores and your payment provider, not by us. We list exactly what you need ready on the first call so you can start those in parallel. [See what you provide](https://miracuves.com/facts/#fact-005)FACT-005, audited quarterly Transparent Pricing ## What chatbot development costs at Miracuves We publish chatbot prices because we are confident in what we deliver. There is no "contact us for pricing" page here, and no hidden fee appears once the scope of your bot is agreed. ### Readymade Clone $2,199 from Fixed price · 6 day delivery · scoped - Ready-made platform: web app, admin panel and mobile apps - Admin panel included as standard - Branding and white-label applied - Full source code on handoff - 60-day post-launch support - NDA protected from day one [Start a Clone Project](https://wa.me/919830009649)Most Requested ### Custom Chatbot Build Custom Quote Scoped before build · milestone billing - Full team - conversation design, backend, QA - Custom architecture for your spec - Weekly sprint demos - working software - Go-live on web, WhatsApp and in-app chat - Full source code · complete IP transfer - Milestone billing - no pay before delivery [Get a Scope & Quote](https://miracuves.com/contact/) ### Ongoing Development $2,299 /mo Monthly retainer · cancel with 2 weeks notice - Miracuves team assigned to your product - New features, releases, and maintenance - Weekly demos and sprint planning - Direct communication - no relay - Scales up or down as needed - All code remains 100% yours [Discuss Ongoing Work](https://wa.me/919830009649) **Why Miracuves publishes prices**Clients who understand both the build price and the running cost of a chatbot upfront make better product decisions. If your bot needs a larger budget, Miracuves will explain exactly which channel, integration or content job drives it - not simply charge more. ### What affects chatbot project cost at Miracuves Ready-made platform pricing stays fixed when scope matches the base product. Custom chatbots scale with: the number of channels (web widget, WhatsApp, in-app, Telegram), how many systems the bot reads from or writes to (CRM, order and ticketing APIs), the size and format of the content it answers from, the languages it must handle, handoff rules, analytics depth, and whether we start from our chatbot base or build greenfield. Model and WhatsApp usage fees are running costs billed by those providers, not part of the build price. ### Typical chatbot budget ranges - **Chatbot base build**from $3,6992-4 weeks - **Custom chatbot (multi-channel, integrations, RAG)**$6,000-$22,0004-8 weeks depending on scope - **Ongoing retainer**from $2,299/month for tuning, content updates and new flows Every quote is written before payment - no surprise invoices after kickoff. Client project ## What a real Python web project looks like at Miracuves A real Miracuves client project. Every detail here is taken from its published case study. Vickia needed an AI customer-conversation platform. There was no proven base that fitted, so it was designed and built to their specification, with a fixed quote after a free feasibility study. 1. **01** ### What already existed No product base fitted, so Vickia was designed from the data model up. 17 of its 21 building blocks were reused unchanged from the custom-build base, already proven on other engagements. 2. **02** ### What was built for Vickia 4 pieces were built for this client: the parts that made the product theirs rather than anyone else's. 3. **03** ### Handover 3 applications and consoles shipped through development, staging and production, and the source code was transferred to Vickia's own account. **2-8 weeks**Build time on record**3**Applications shipped**100%**Source code transferred [Read the full case study](https://miracuves.com/portfolio/vickia/) Client testimonial > "Conversational workflows, knowledge-base integration and the automation layer were already built. We connected our own data sources and tuned multilingual accuracy for support and lead qualification. The team now runs the whole AI operation from one place." *CD***Cyril Darmon**Founder, Vickia[More client projects](https://miracuves.com/portfolio/) Project record - Client**Vickia** - Solution**Custom build, no base** - Delivered**2024** - Stack**Chosen for the project** - Build time**2-8 weeks** - Source code**Transferred to the client** **17 of 21**Blocks reused**4**Built for this client**6**Integrations, each isolated Client Reviews ## What clients say about building with Miracuves Named clients, in their own words, on data-heavy platforms built with Miracuves - with the models, scoring engines and reporting layers they run on top. Each card names the product; read every testimonial on our [client testimonials page](https://miracuves.com/client-testimonials/). Client testimonial > "The bank-link and aggregation layer is six months of pain if you build it. Miracuves already had it, so we added our categorisation model and the QIF export on top. Live in under a month and we reckon it saved us a quarter of engineering and around $250k." *OY***Omar Yassaa**Product Lead, MyQif Technologies*Personal finance aggregator with a custom categorisation model, built on MXFinance*Client testimonial > "Multi-tenant structure, alert pipelines and agent collectors were the slow part and they already existed. We added our scoring engine, the playbook library and billing. First customers were onboarded within weeks and the dashboard is now a sales tool rather than an internal screen." *RK***Rohit Khanna**Founder & CEO, Server ProGuard Inc*Multi-tenant security dashboard, built on MXSecurity Dashboard*Client testimonial > "Miracuves's MXBilling base gave us the billing engine, the dunning workflow, and the customer portal. We added our meter-ingestion adapters, our regional tax rules, and a custom multi-tenant reporting layer. We went from kickoff to our first operator live in 11 weeks. The platform has been running for two billing cycles with no major incidents - exactly the reliability profile we needed." *JC***Jemell Cotton**CTO, Global Utility Systems Ltd*Billing SaaS with customer portal, built on MXBilling* **5.0 / 5.0**Clutch average · 14 reviews**4.8 / 5.0**Google average rating**Top Developer**Clutch recognition · 2024-2025[Read All Reviews](https://miracuves.com/reviews-awards/) Why Miracuves ## Six places to check us before you ever call us Each one is either run by someone else or open to anyone. Check them in any order; the whole list takes about a minute. [Why clients choose Miracuves](https://miracuves.com/why-us/) [**01** ### Company registration Miracuves Solutions Pvt. Ltd., CIN U62099MH2023PTC406639. Search the CIN on the Ministry of Corporate Affairs portal. mca.gov.in](https://www.mca.gov.in/) [**02** ### Every number, sourced Projects, clients, prices and timelines, each one defined and sourced on our public facts ledger. miracuves.com/facts](https://miracuves.com/facts/) [**03** ### Reviews on Clutch Client reviews published by Clutch, an independent B2B review platform, not by us. clutch.co](https://www.clutch.co/profile/miracuves-solutions) [**04** ### Reviews on GoodFirms A second, separate review platform. Read what clients wrote there too. goodfirms.co](https://www.goodfirms.co/company/miracuves-solution) [**05** ### The product itself Web app, admin panel and APK with printed credentials. Try the real thing before a single call. miracuves.com/solutions](https://miracuves.com/solutions/) [**06** ### Clients, by name Named clients describing their launches, in their own words. miracuves.com/client-testimonials](https://miracuves.com/client-testimonials/) ### Three promises we would stake the company on Every promise on this site rests on these three. Each one is something you can check, not something you have to take on trust. - #### 01People you can name Our leadership is public, with real LinkedIn profiles, not a stock-photo team page. A named team works your build and sends you progress on WhatsApp every working day. [Meet the leadership](https://miracuves.com/leadership/) - #### 02Proof over promises Every number we publish, pricing, timelines, project counts, is defined and sourced on a public facts ledger. If we can't back a claim, we don't make it. [Read the facts ledger](https://miracuves.com/facts/) - #### 03A process with a deadline Ready-made platforms go from kickoff to live deployment in 6 working days, guaranteed: miss it for reasons on our side and we work free until launch. Custom builds get a fixed quote after a free feasibility study. [Get a feasibility study](https://miracuves.com/schedule-consultation/) Industries ## Industries we build Chatbots for The data you hold, the risk you carry and the model you can use all change by industry. These industry pages go deeper on each. [### Healthcare & Life Sciences Clinical document extraction, triage assistants and imaging review with a human in the loop. View industry](https://miracuves.com/industries/healthcare/)[### Telemedicine Visit summaries, intake assistants and scheduling bots for virtual care. View industry](https://miracuves.com/industries/telemedicine/)[### Fintech Fraud signals, document checks and support assistants with an audit trail. View industry](https://miracuves.com/industries/fintech/)[### Retail & E-commerce Recommendations, search, demand forecasts and product-content generation. View industry](https://miracuves.com/industries/retail-ecommerce/)[### Media & Entertainment Content tagging, moderation, recommendations and AI-assisted production. View industry](https://miracuves.com/industries/media-entertainment/)[### Creator Economy AI avatars, caption and script tools, and creator analytics. View industry](https://miracuves.com/industries/creator-economy/)[### Transportation & Mobility Demand forecasting, route and ETA models, and dispatch assistants. View industry](https://miracuves.com/industries/transportation-mobility/)[### Food & Beverage Ordering assistants, menu recommendations and demand planning. View industry](https://miracuves.com/industries/food-beverage/) Related Services ## Also building with these technologies at Miracuves An AI feature rarely ships alone: it needs a backend, a data pipeline and an app or dashboard around the model. These are the services that usually sit next to it. [Cross-Platform Mobile**React Native Development**](https://miracuves.com/service/react-native-development/)[SSR / SSG**Next.js Development**](https://miracuves.com/service/next-js-development/)[API Style**API Development**](https://miracuves.com/service/api-development/)[Frontend**Angular Development**](https://miracuves.com/service/angular-development/)[Cross-Platform Mobile**Flutter App Development**](https://miracuves.com/service/flutter-app-development/)[Web Products**Web App Development**](https://miracuves.com/service/web-app-development/)[Frontend**React Development**](https://miracuves.com/service/react-development/)[Backend API**Node.js Development**](https://miracuves.com/service/node.js-development/) [Further reading**AI Customer Support Clone With RAG Hallucination Protection***The in-depth version, on the Miracuves blog.* Read the guide](https://miracuves.com/blog/hallucination-proof-ai-customer-support-chatbot/) Frequently Asked ## Questions about chatbot development at Miracuves Something not covered here? Ask on WhatsApp and you will usually have an answer within two hours. [Ask us directly](https://wa.me/919830009649) What is the difference between a custom chatbot and a platform like Dialogflow or ChatGPT Enterprise? A custom chatbot from Miracuves is built entirely on your infrastructure with your data, your brand, and full source code ownership. Platforms like Dialogflow or ChatGPT Enterprise offer faster setup but charge per-seat monthly fees, limit customization depth, and keep your conversation data on their servers. Custom builds cost more upfront but win on TCO at scale and eliminate vendor lock-in. How much does chatbot development cost at Miracuves? Ready-made platform pricing stays fixed when your scope matches the base product: from $2,199, delivered in 6 working days. A chatbot base build starts from $3,699 and takes 2-4 weeks. A custom chatbot with several channels, integrations and RAG typically runs $6,000-$22,000 and takes 4-8 weeks - the number of channels, the systems the bot connects to, the content it answers from, the languages it handles and its handoff rules decide where it lands. Ongoing chatbot work is available from $2,299/month. Every quote is written before payment, with no surprise invoices after kickoff. Does Miracuves deliver the full source code for the chatbot? Yes - completely. Miracuves delivers the full Python codebase, trained NLP models, vector database schemas, API integrations, the repository with complete commit history, CI/CD configuration, environment configuration, API documentation and every deployment credential. Zero lock-in. Your team, or any other development company, can pick up the chatbot's flows, prompts and integrations the day after handoff. How fast can a custom AI chatbot realistically be delivered? A ready-made platform ships in 6 working days. A chatbot base build - our existing chatbot code connected to your content and systems - takes 2-4 weeks. Custom multi-channel chatbots with CRM integration and RAG take 4-8 weeks with milestone billing; larger enterprise scopes with compliance reviews are quoted in writing before work starts. Every timeline is confirmed in writing before we ask for any payment. When should we build a custom chatbot instead of using a no-code platform? Miracuves recommends custom chatbots when your conversation volume exceeds 5,000 monthly interactions, you need integration with proprietary internal systems, or data residency requirements rule out vendor data processing. No-code platforms like Tidio or ManyChat are better when use cases are standard and time to first value matters more than long-term ownership. We recommend honestly, based on your conversation volume, systems and data rules - not on which option we would rather build. Can a Miracuves chatbot connect to our existing CRM, helpdesk, and knowledge base? Yes. Every Miracuves chatbot ships with authenticated API integrations to your CRM (Salesforce, HubSpot), helpdesk (Zendesk, Freshdesk), and knowledge base platforms. We use webhooks and REST APIs with secure authentication. Integration scope is defined in the project quote before kickoff. Each channel and integration is scoped in the quote - not a surprise add-on after kickoff. What is included in a chatbot development delivery from Miracuves? Intent classification model trained on your domain, entity extraction, conversation flows, RAG pipeline over your documents, multi-channel deployment configuration, conversation analytics with resolution and handoff metrics, human-agent escalation rules, and 60 days of post-launch tuning. The chatbot base includes standard modules; custom builds scope additional modules in the quote. Can the chatbot be deployed on WhatsApp, Telegram, and mobile apps? Yes. Miracuves deploys chatbots to web (embedded widget), WhatsApp Business API, Telegram Bot API, and REST API for custom mobile app integration. Multi-channel deployment means the same NLP engine and conversation logic works across all channels with channel-specific formatting. How does Miracuves handle data privacy, LLM data residency, and compliance? Bilateral NDA before any project details are shared. IP assignment confirming 100% client ownership is signed at project start. Miracuves supports data residency requirements - your chatbot data stays on your infrastructure. We support LLM selection including self-hosted models for organizations that cannot send data to third-party APIs. Every chatbot delivery includes 60 days of post-launch support after the bot goes live. Can you add a chatbot to our existing website or app without rebuilding it? Yes. The web chatbot is a small script tag added to your existing site, and in-app chat is an SDK or screen added to your current iOS and Android apps. The bot talks to your systems through their existing APIs, so your website, app and CRM keep running as they are. If a system has no API, we scope a small connector in the quote. Who keeps the chatbot's answers up to date after launch? You do, without a developer. The admin console lets your team update the content the bot answers from, and the index is rebuilt when content changes. Miracuves reviews failed and handed-over conversations during the 60-day support window; after that, the ongoing retainer from $2,299/month covers new flows, channels and model updates. Which AI model will our chatbot use? The one that fits your data rules and budget. The architecture is model-agnostic, so the bot can run on the GPT, Claude, Gemini or Llama model families, or on a self-hosted open model when conversations cannot leave your infrastructure. We test your real questions on the shortlisted models before launch and write the choice into the handoff notes, so it can be changed later without a rewrite. Get Started ## Ready to build your custom AI chatbot with Miracuves? Tell Miracuves what your chatbot needs to answer and where it will live. We will confirm the right starting point, service model and delivery timeline - in writing, before any commitment is required from you. **9,000+**Projects delivered**6 Days**Ready-made platform**100%**Source code yours**Same Day**NDA turnaround [WhatsApp - Start Now](https://wa.me/919830009649)[Book a Free Consultation](https://miracuves.com/schedule-consultation/)[Contact & Brief Form](https://miracuves.com/contact/) NDA signed before we discuss your project details Page reviewed by the Miracuves Chatbot Development Team · Last updated May 2026 · [Clutch & Google Reviews](https://miracuves.com/reviews-awards/) ## Disclaimer **Miracuves is an independent software development company.** We are not affiliated with, connected to, sponsored by, or endorsed by any of the brands or platforms named on this page. Names of the form “Brand Clone” are used descriptively: it is how the software industry refers to building a platform with functionality comparable to a known service, and how clients search for it. The entire design and codebase of our products is built by our own team and contains no code, design, graphics, or content originating from any third-party website or application. All third-party names and marks are the property of their respective owners. [Full Legal Notice & Disclaimer](https://miracuves.com/disclaimer/)