--- title: Mira AI description: "Mira AI: every Miracuves AI service in one place. Custom AI, LLM and RAG, AI agents, ML, and ready-made AI platforms live in 6 working days. Code is yours." url: https://miracuves.com/ai date_modified: 2026-09-29 author: miracuves language: en_US --- Mira AI*by Miracuves* # AI services and ready-made AI platforms Build AI that thinks, speaks, sees, predicts and acts and own every line of it. Custom AI, LLM and RAG, agents, voice, vision and machine learning, built by Miracuves engineers. Or launch a ready-made AI platform under your brand in 6 working days. Every build ships with 100% of the source code. What do you want to build with AI? TryA voice agent for my clinicMy own ChatGPT-style appAnswers from our PDFsAdd AI to our CRMForecast demandFix my AI-built app [Talk to an AI engineer](https://miracuves.com/schedule-consultation/) First response under 2 hours, Mon-Sat 10:00-19:00 IST - **9,000+**projects delivered since 2010 - **6,000+**clients served - **3,900+**apps published - **20+**countries - **24****AI and data services**From LLM apps to MLOps - **8****ready-made AI platforms**Under your brand - **6****working days**To launch a ready-made platform - **100%****source code ownership**On every build One team, every layer ## An AI product is four layers. Mira AI builds all of them. 1. *01***Your data** Documents, databases, CRM records, calls and images, cleaned and connected with access rules intact. [Data Engineering](https://miracuves.com/service/data-engineering-app-development/)[Data Analytics](https://miracuves.com/service/data-analytics/)[Data Science](https://miracuves.com/service/data-science/)[RAG Development](https://miracuves.com/service/rag-development/) 2. *02***Models** GPT, Claude, Gemini, Llama or a model trained on your own history, picked per task on quality and running cost. [LLM Development](https://miracuves.com/service/llm-development/)[Machine Learning](https://miracuves.com/service/ml-development/)[Computer Vision](https://miracuves.com/service/computer-vision-development/)[NLP Development](https://miracuves.com/service/nlp-development/)[MLOps](https://miracuves.com/service/mlops-services/) 3. *03***Agents and logic** Retrieval, tools, workflows and checks that turn a model into something that finishes real work. [AI Agent Development](https://miracuves.com/service/ai-agent-development/)[AI Integration](https://miracuves.com/service/ai-integration-services/)[Generative AI](https://miracuves.com/service/generative-ai-development/) 4. *04***Your product** Chat, voice, apps and dashboards your users touch, under your brand, with the full source code. [Chatbot Development](https://miracuves.com/service/chatbot-development/)[AI Voice Agents](https://miracuves.com/service/ai-voice-agent-development/)[ChatGPT Clone](https://miracuves.com/chatgpt-clone/)[AI Development](https://miracuves.com/service/artificial-intelligence-development/) Route finder ## What do you want AI to do? Pick a goal. Mira maps the route, the timeline and where to start. 01**Launch my own AI product**02**Add AI to software I already run**03**Automate support and calls**04**Get answers from my documents**05**Predict, forecast or see**06**Get AI engineers on my team** Mira suggests Start from a ready-made AI platform that already works: an AI assistant, an avatar video studio or a prompt-to-app builder. We put your brand on it and take it live, and the source code is yours. Typical timeline**6 working days**Ready-made platform, fixed price Start here [ChatGPT Clone](https://miracuves.com/chatgpt-clone/)[HeyGen Clone](https://miracuves.com/heygen-clone/)[Bolt.new Clone](https://miracuves.com/bolt-new-clone/)[AI Development](https://miracuves.com/service/artificial-intelligence-development/) Mira suggests Add search, summaries, drafting or an assistant to your app, CRM, ERP or helpdesk without a rebuild. Not sure which feature pays back first? A short consulting engagement ranks them. Typical timeline**2-8 weeks**Custom, scoped in writing Start here [AI Integration](https://miracuves.com/service/ai-integration-services/)[AI Consulting](https://miracuves.com/service/ai-consulting/)[RAG Development](https://miracuves.com/service/rag-development/)[AI App Rescue](https://miracuves.com/service/ai-app-rescue/) Mira suggests Chat and voice assistants that answer from your knowledge base, book and route requests, and pass the hard cases to your team with the context attached. Typical timeline**2-8 weeks**Custom, with a human fallback Start here [Chatbot Development](https://miracuves.com/service/chatbot-development/)[AI Voice Agents](https://miracuves.com/service/ai-voice-agent-development/)[AI Agent Development](https://miracuves.com/service/ai-agent-development/) Mira suggests Retrieval-augmented generation turns contracts, manuals and policies into answers that cite the passage they came from, and respects who is allowed to see what. Typical timeline**2-8 weeks**Custom, answers cite sources Start here [RAG Development](https://miracuves.com/service/rag-development/)[LLM Development](https://miracuves.com/service/llm-development/)[NLP Development](https://miracuves.com/service/nlp-development/) Mira suggests Models that forecast demand, score risk or read images and video, deployed with monitoring so you can see when they drift and retrain them. Typical timeline**2-8 weeks**Custom, tested on your history Start here [Machine Learning](https://miracuves.com/service/ml-development/)[Computer Vision](https://miracuves.com/service/computer-vision-development/)[MLOps](https://miracuves.com/service/mlops-services/)[Data Engineering](https://miracuves.com/service/data-engineering-app-development/) Mira suggests LLM, agent, ML and MLOps engineers who join your team by the month, or a dedicated team that owns the whole build. If an AI-built app has stalled, rescue it first. Typical timeline**Monthly**Engineers selected on skills Start here [Hire AI Developers](https://miracuves.com/service/hire-ai-developers/)[Dedicated Teams](https://miracuves.com/service/dedicated-teams/)[Staff Augmentation](https://miracuves.com/service/staff-augmentation/)[AI App Rescue](https://miracuves.com/service/ai-app-rescue/) What Mira AI builds ## Every kind of AI, built by one team From a single assistant to agents that run whole workflows. Each tile opens the service page with the details, the process and the pricing. [**AI Development**Custom AI apps, automation and assistants, designed around your data and built to your spec. *Assistants and copilots**Workflow automation**Full source code*](https://miracuves.com/service/artificial-intelligence-development/)[**LLM Development**Assistants and copilots on GPT, Claude, Gemini or open models. *Model choice per task**Prompt and output checks**Cost caps*](https://miracuves.com/service/llm-development/)[**RAG Development**Answers from your documents, with citations. *Access rules kept**Cited answers*](https://miracuves.com/service/rag-development/)[**AI Agent Development**Agents that finish multi-step work. *Tools and approvals**Audit trail*](https://miracuves.com/service/ai-agent-development/)[**AI Voice Agents**Answer, book and route phone calls. *Human handoff**Multilingual*](https://miracuves.com/service/ai-voice-agent-development/)[**Computer Vision**Detect, count and inspect in images and video. *Detection**Inspection*](https://miracuves.com/service/computer-vision-development/)[ActualForecast **Machine Learning**Forecasts, scores and predictions you can measure. *Back-tested**Monitored for drift*](https://miracuves.com/service/ml-development/)[**Generative AI**Text, image, voice and video generation. *Brand-safe output*](https://miracuves.com/service/generative-ai-development/)[**Chatbot Development**Chatbots for web, app and messaging. *Web, app, WhatsApp*](https://miracuves.com/service/chatbot-development/)[**MLOps**Ship, monitor and retrain models in production. *Pipelines**Registry**Drift alerts*](https://miracuves.com/service/mlops-services/) AI development - [AI Development](https://miracuves.com/service/artificial-intelligence-development/) - [Generative AI](https://miracuves.com/service/generative-ai-development/) - [LLM Development](https://miracuves.com/service/llm-development/) - [AI Agent Development](https://miracuves.com/service/ai-agent-development/) - [Chatbot Development](https://miracuves.com/service/chatbot-development/) - [RAG Development](https://miracuves.com/service/rag-development/) - [AI Consulting](https://miracuves.com/service/ai-consulting/) - [AI Integration](https://miracuves.com/service/ai-integration-services/) - [AI Voice Agents](https://miracuves.com/service/ai-voice-agent-development/) ML, vision and data - [Machine Learning](https://miracuves.com/service/ml-development/) - [Computer Vision](https://miracuves.com/service/computer-vision-development/) - [NLP Development](https://miracuves.com/service/nlp-development/) - [TensorFlow Development](https://miracuves.com/service/tensorflow-development/) - [Data Science](https://miracuves.com/service/data-science/) - [Data Engineering](https://miracuves.com/service/data-engineering-app-development/) - [Data Analytics](https://miracuves.com/service/data-analytics/) - [MLOps](https://miracuves.com/service/mlops-services/) Teams and rescue - [Dedicated Teams](https://miracuves.com/service/dedicated-teams/) - [Staff Augmentation](https://miracuves.com/service/staff-augmentation/) - [Hire AI Developers](https://miracuves.com/service/hire-ai-developers/) - [AI App Rescue](https://miracuves.com/service/ai-app-rescue/) AI by team ## Where AI earns its keep inside a company Pick a team to see the work AI takes off its plate, and the Miracuves service that builds it. SalesCustomer supportOperationsFinanceHR and hiringMarketingProduct and engineering AI for ### Sales Sales teams use AI to spend their hours on the deals most likely to close. - Lead scoring from CRM history - Call and meeting summaries - Proposal and email drafts - A sales assistant on your data [Plan it with an engineer](https://miracuves.com/schedule-consultation/) [*01***Lead scoring from CRM history**Rank inbound leads by how closely they match the deals you have won, so reps call the right ones first.Machine Learning](https://miracuves.com/service/ml-development/)[*02***Call and meeting summaries**Notes, next steps and CRM updates drafted from each call for the rep to check and save.AI Integration](https://miracuves.com/service/ai-integration-services/)[*03***Proposal and email drafts**First drafts written from your own templates, product sheets and past wins.Generative AI](https://miracuves.com/service/generative-ai-development/)[*04***A sales assistant on your data**Answers about products, contracts and account history, with the source cited.RAG Development](https://miracuves.com/service/rag-development/) AI for ### Customer support Support teams use AI to answer the repeat questions and keep people for the hard ones. - Chat and WhatsApp assistants - Voice agents for inbound calls - Ticket triage and routing - Help-center answers that cite sources [Plan it with an engineer](https://miracuves.com/schedule-consultation/) [*01***Chat and WhatsApp assistants**Answer order, account and policy questions at any hour, and hand over to a person with the context attached.Chatbot Development](https://miracuves.com/service/chatbot-development/)[*02***Voice agents for inbound calls**Book, reschedule and route calls, and pass the difficult ones to your team.AI Voice Agents](https://miracuves.com/service/ai-voice-agent-development/)[*03***Ticket triage and routing**Tag, prioritize and route tickets, and draft the reply for an agent to send.AI Agent Development](https://miracuves.com/service/ai-agent-development/)[*04***Help-center answers that cite sources**Answers grounded in your help articles and policies, never invented.RAG Development](https://miracuves.com/service/rag-development/) AI for ### Operations Operations teams use AI to take the reading, checking and re-typing out of daily work. - Document extraction - Workflow agents - Demand and capacity forecasts - Visual inspection [Plan it with an engineer](https://miracuves.com/schedule-consultation/) [*01***Document extraction**Pull fields from invoices, bills of lading, contracts and forms straight into your systems.NLP Development](https://miracuves.com/service/nlp-development/)[*02***Workflow agents**Multi-step back-office work, such as checking an order and issuing a refund, with approval steps built in.AI Agent Development](https://miracuves.com/service/ai-agent-development/)[*03***Demand and capacity forecasts**Forecasts from your own history, back-tested before anyone plans around them.Machine Learning](https://miracuves.com/service/ml-development/)[*04***Visual inspection**Spot damage, count items and check labels in photos and video.Computer Vision](https://miracuves.com/service/computer-vision-development/) AI for ### Finance Finance teams use AI to check more, faster, and keep a person on every decision that moves money. - Invoice and expense checks - Fraud and anomaly signals - Cash and revenue forecasts - A reporting assistant [Plan it with an engineer](https://miracuves.com/schedule-consultation/) [*01***Invoice and expense checks**Match invoices to orders and flag the ones that do not add up, for a person to review.AI Agent Development](https://miracuves.com/service/ai-agent-development/)[*02***Fraud and anomaly signals**Scores that sit beside your ledger and explain why a payment looks unusual.AI in Fintech & Banking](https://miracuves.com/service/ai-in-fintech/)[*03***Cash and revenue forecasts**Forecasts built on your own history, with the assumptions shown.Machine Learning](https://miracuves.com/service/ml-development/)[*04***A reporting assistant**Ask questions of your finance data in plain words and get the chart and the query behind it.Data Analytics](https://miracuves.com/service/data-analytics/) AI for ### HR and hiring HR teams use AI to answer staff faster, while every hiring decision stays with a person. - Policy and handbook assistant - Screening support - Onboarding assistant - AI skills for your own team [Plan it with an engineer](https://miracuves.com/schedule-consultation/) [*01***Policy and handbook assistant**Staff get answers from your own policies, with the page each answer came from.RAG Development](https://miracuves.com/service/rag-development/)[*02***Screening support**Summaries of applications against the skills you set, with the decision left to your team.LLM Development](https://miracuves.com/service/llm-development/)[*03***Onboarding assistant**New joiners get their questions answered in chat from day one.Chatbot Development](https://miracuves.com/service/chatbot-development/)[*04***AI skills for your own team**When you need AI engineers in-house, add them by the month.Hire AI Developers](https://miracuves.com/service/hire-ai-developers/) AI for ### Marketing Marketing teams use AI to produce more on-brand work and to show each visitor what fits. - Content and product copy - Avatar and explainer video - Audience segments and propensity - Search and recommendations [Plan it with an engineer](https://miracuves.com/schedule-consultation/) [*01***Content and product copy**Drafts in your voice for pages, listings and campaigns, checked before they publish.Generative AI](https://miracuves.com/service/generative-ai-development/)[*02***Avatar and explainer video**Presenter videos produced from a script on an AI video platform.HeyGen Clone](https://miracuves.com/heygen-clone/)[*03***Audience segments and propensity**Find the customers most likely to buy, return or leave.Machine Learning](https://miracuves.com/service/ml-development/)[*04***Search and recommendations**On-site search that understands intent and suggestions that fit the shopper.AI in Retail & E-commerce](https://miracuves.com/service/ai-in-retail/) AI for ### Product and engineering Product teams use AI to ship features users notice, without rebuilding what already works. - AI features inside your product - Copilots for your users - Model deployment and monitoring - Rescue for AI-built code [Plan it with an engineer](https://miracuves.com/schedule-consultation/) [*01***AI features inside your product**Search, summaries, drafting or an assistant added to the software you already run.AI Integration](https://miracuves.com/service/ai-integration-services/)[*02***Copilots for your users**An assistant inside your app that knows your product and your user's data.LLM Development](https://miracuves.com/service/llm-development/)[*03***Model deployment and monitoring**Pipelines that ship, watch and retrain models once they are in production.MLOps](https://miracuves.com/service/mlops-services/)[*04***Rescue for AI-built code**Audit, fix and finish an app built with AI coding tools.AI App Rescue](https://miracuves.com/service/ai-app-rescue/) Ready-made AI ## Launch your own AI platform in 6 working days Production-ready AI products with apps, admin and full source code, branded as yours. AI assistant platforms ### Your own AI assistant Chat, writing, voice and image tools with plans and an admin console. Five editions of one proven platform. [ChatGPT Clone](https://miracuves.com/chatgpt-clone/)[DeepSeek Clone](https://miracuves.com/deepseek-clone/)[Google Gemini Clone](https://miracuves.com/google-gemini-clone/)[Grok Clone](https://miracuves.com/grok-clone/)[Apple AI ReALM Clone](https://miracuves.com/apple-ai-realm-clone/) [Explore](https://miracuves.com/chatgpt-clone/) AI video ### HeyGen Clone AI avatar and video generation, on desktop and mobile. [Explore](https://miracuves.com/heygen-clone/) AI app builder ### Bolt.new Clone Prompt-to-app generation with credits and an admin console. [Explore](https://miracuves.com/bolt-new-clone/) AI with live experts ### White Label AI Astrology An AI astrologer alongside live experts, a wallet and a shop. [Explore](https://miracuves.com/white-label-ai-astrology-platform/) And more ### 8 ready-made AI platforms Every platform ships with apps, an admin console and the full source code, live under your brand in 6 working days. [See all AI platforms](https://miracuves.com/solutions/networks/ai-and-automation/) AI by industry ## Where AI pays off in your market Turn the ring to your industry. Each one opens the page with the AI work that earns its keep there, and the platforms we have already built for it. **Healthcare****Fintech****Retail****Real estate****Logistics****AI products** ### AI in healthcare AI that takes admin off clinicians, with a person signing off every clinical output. - Symptom intake and triage routing - Consult notes drafted for doctor sign-off - Patient messages sorted and answered - No-show prediction for scheduling [See AI in Healthcare](https://miracuves.com/service/ai-in-healthcare/) ### AI in fintech and banking Scores and signals that sit beside your ledger, with reasons on every decision. - Fraud and anomaly signals on payments - Credit scoring support with human review - KYC document extraction - A conversational banking assistant [See AI in Fintech & Banking](https://miracuves.com/service/ai-in-fintech/) ### AI in retail and e-commerce Search that understands intent and a catalog that writes and tags itself. - Intent search and recommendations - A shopping assistant - Product copy, tags and alt text - Demand and inventory forecasting [See AI in Retail & E-commerce](https://miracuves.com/service/ai-in-retail/) ### AI in real estate Faster matching and better leads, with fairness checks on every model. - Buyer-to-listing matching - Listing copy and photo tagging - Lead scoring for agents - Valuation support with ranges and comparables [See AI in Real Estate](https://miracuves.com/service/ai-in-real-estate/) ### AI in logistics Dispatch and routing that suggest first, and automate once they have earned it. - Dispatch and job assignment - Route and stop sequencing - ETA prediction - Load-to-carrier matching [See AI in Logistics](https://miracuves.com/service/ai-in-logistics/) ### AI and data products The AI products we ship as platforms: assistants, generative media and builder tools. - AI assistant platforms - Avatar and video generation - Prompt-to-app builders - AI with live experts [See AI & Data Products](https://miracuves.com/industries/ai-data-products/) Four ways to get AI ## The routes, side by side The right route depends on what you have today. Here is how they differ on time, price, ownership and who runs it after launch. Compare the routes*Fastest***Ready-made AI platform****Custom AI build***No rebuild***AI added to your software****AI engineers on your team** Best whenA proven product shape fits your ideaThe value sits in your own data or workflowYou already run a product people rely onYou want AI skills inside your own teamTime to live6 working daysTypically 2-8 weeksTypically 2-8 weeksEngineers start once matchedHow it is pricedFixed price per platformScoped and quoted in writingScoped per featureMonthly, per engineerWhat you own100% of the source code100% of the source codeAll the code we addEverything they buildWho runs it afterYour team, with 60 days of support includedYour team, or ours on the terms in your scopeYour team, or ours on the terms in your scopeYour team [See the platforms](https://miracuves.com/solutions/networks/ai-and-automation/)[AI development](https://miracuves.com/service/artificial-intelligence-development/)[AI integration](https://miracuves.com/service/ai-integration-services/)[Hire AI developers](https://miracuves.com/service/hire-ai-developers/) How it works ## From first call to live AI 1. *01***Talk to an AI engineer** First response under 2 hours, Mon-Sat 10:00-19:00 IST. 2. *02***Scope in writing, NDA first** What gets built, how it is checked and what it costs, agreed before any data is shared. 3. *03***Build in visible steps** Working demos as features land, tested against examples from your business. 4. *04***Launch** Ready-made platforms in 6 working days. Custom AI typically in 2-8 weeks. 5. *05***Hand over** You receive 100% of the source code, with support after launch. How we build AI ## Six rules on every AI project Whether it is a ready-made platform, a single feature or a full product, the same rules apply. - 01**You own the code** 100% of the source code is yours at handover, so your product never depends on us to keep running. - 02**Any model, no lock-in** GPT, Claude, Gemini, Llama and others are tools we pick per task. Open models can run on your own servers when data must stay in-house. - 03**Tested on your own data** Each AI feature is checked against real examples from your business before it reaches your users. - 04**People sign off where it matters** Credit, clinical and hiring decisions keep a human reviewer. The AI drafts, flags and ranks; a person decides. - 05**Running cost known early** We estimate what the models will cost each month before the build starts, so the provider bill holds no surprises. - 06**An NDA before your data** An NDA is signed before you share documents, recordings or customer data with the team. The stack ## The stack behind Mira AI Tools we pick per task. None of them is a partner, and a model can be swapped later without rebuilding the product. **Language models***6* OpenAI GPTAnthropic ClaudeGoogle GeminiMeta LlamaMistralDeepSeek **Retrieval and search***6* pgvectorPineconeElasticsearchLlamaIndexHybrid searchRerankers **Agents and orchestration***5* LangChainTool callingApproval stepsEvaluation setsAudit logs **Speech and voice***6* WhisperDeepgramElevenLabsAzure AI SpeechTwilioLiveKit **Vision***4* OpenCVYOLOPyTorchOCR **Machine learning***4* scikit-learnXGBoostTensorFlowPyTorch **MLOps***4* MLflowDockerKubernetesDrift monitoring **Cloud and hosting***4* AWSGoogle CloudMicrosoft AzureYour own servers Product names are trademarks of their owners and are listed only as tools Miracuves works with. Proof ## Built by a team shipping software since 2010 These clients added their own AI and model-driven features to platforms Miracuves built. Their words, unedited. - **90+**ready-made solutions - **35+**industries served - **16+**years shipping software - **60**days of guidance after launch > 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. **Cyril Darmon**Founder & Coach, Coachs Online > Miracuves's MXFlix + MXLearn combination gave us the player, the catalog, the user progress tracking, and the quiz/assignment layer. We added our path-recommender, our cohort-management module, and a custom certificate engine. **Eric J. Morin**CEO & Speaker, Tower Leadership > Player, CMS, subscriptions and the apps were all there. We brought the content pipeline, our recommendation logic and the parental-control layer. Live in weeks, not the six months a custom build would have cost, and we hit our Q1 window. **Ben Loyd Holmes**Co-founder & CTO, URView Media 1 / 3 Clients who told their story Annurax ExchangeMyQif TechnologiesApex Vertex CapitalRyke and CoShophy HoldingsTruxfinder ConsultingURView MediaArbab LogisticsCoachs OnlinePAS SystemsIschia BookingOdient TechnologiesSame Place WellnessServer ProGuardBmoreIzi TechnologiesKroonBlue Silent CapitalBest Cabo Yacht RentalsRide CorporationDermacianDoctta HealthIBC Tanks CanadaGlobal Utility SystemsKenuba AstroMyRIDI TechnologiesBigr Impact MediaFlorida Growth VenturesPixxie CreationsPolyvibeSpeedyven NetworksGTMTower LeadershipVyapar Pe TechnologiesWalk Bud Club 66Wellyansh HealthAeygoAoneAppforanyBharat Eat ModsBNBinGreeceBRC20caninordClick2DeliverEasyCryptoLandGoToRawandajuvidoeon.comLeeftLoveshotsMakaaluMaxxMega ChickenMooveooiviooOrcaReserveOtoKabRenidoSaas Home ServicesServicatbtrdWhizzxbookWoojekXtremeJekYOpidoZ-gigZycloneNelstreamTelcminingIntercopy ShareMyDocPharmaIzzipaySuberone[Read all 80 testimonials](https://miracuves.com/client-testimonials/) The AI buyer's guide ## Straight answers before you spend on AI 1. [*01*What does an AI development company actually build?](#g-what) 2. [*02*Should I launch a ready-made AI platform or build custom AI?](#g-route) 3. [*03*What does an AI project cost, and what drives it?](#g-cost) 4. [*04*How long does it take to launch AI?](#g-time) 5. [*05*What data do I need before starting an AI project?](#g-data) 6. [*06*Which AI model should we use?](#g-model) 7. [*07*How do you keep AI accurate and safe?](#g-safe) 8. [*08*How do I evaluate an AI development partner?](#g-vendor) 8 answers ยท about 4 minutes Answer 01 ### What does an AI development company actually build? Three kinds of thing. First, features inside software: search that understands a question, summaries, drafting, classification and assistants that answer from your own data. Second, systems that act: agents that read a request, check your records, take a step and ask a person to approve the ones that matter. Third, models that predict or see: forecasts, risk scores, and vision models that read images and video. Around all three sits the unglamorous work that decides whether AI is useful: cleaning and connecting data, choosing a model per task, building checks on what the model says, and monitoring it once real users arrive. A good AI partner also tells you when a plain rule or a report would do the job better, because not every problem needs a model. Answer 02 ### Should I launch a ready-made AI platform or build custom AI? Start from where the value sits. If your idea is a known product shape, such as an AI chat assistant, an avatar video studio or a prompt-to-app builder, a ready-made platform gets you live under your own brand in 6 working days at a fixed price, with the full source code. You then spend your money on what makes you different: your market, your content, your customers. Choose custom AI when the value is in your own data or workflow, such as answers from your contracts, a forecast built on your sales history or an agent that works inside your systems. Custom work typically takes 2-8 weeks. Many projects combine the two: a ready-made base for the product, with custom AI features added on top. Answer 03 ### What does an AI project cost, and what drives it? Ready-made AI platforms have a fixed price, shown on each product page. Custom AI is scoped and quoted in writing before work starts, and the quote moves with a few clear drivers. How much data work is needed before a model can use it. How many systems the AI reads from or writes to. How carefully the output has to be checked, since a draft a person reviews costs less to build than an automated decision. Whether the model is hosted or runs on your own servers. And the running cost: every model call has a price, so we estimate the monthly model bill before the build starts and design the feature to keep it predictable, with limits and caching where they help. Answer 04 ### How long does it take to launch AI? A ready-made AI platform goes live in 6 working days. Custom AI features and products typically take 2-8 weeks, and anything larger is scoped and quoted in writing before work starts. The calendar is set less by coding than by three things around it: getting access to the right data and systems, agreeing what a good answer looks like, and testing on real examples from your business. The quickest projects pick one clear job for the AI first, prove it on your own data, and add the next feature once the first is earning its keep. Answer 05 ### What data do I need before starting an AI project? Less than most teams expect, but it has to be the right data. An assistant that answers questions needs the documents it should answer from, with the access rules that decide who may see what. A forecast needs enough history of the thing you want to predict, recorded consistently. A vision model needs example images of what it should detect. Almost every project also needs a set of real questions or cases with the answers your team would give, because that becomes the test the AI must pass. If the data is scattered or messy, the first weeks go into connecting and cleaning it, which our data engineering work covers. Answer 06 ### Which AI model should we use? The one that fits the task, the budget and the rules on where your data may go, and that choice can change later. Hosted models from OpenAI, Anthropic and Google are strong general choices and quick to start with. Open models such as Llama can run on servers you control when data must stay in-house. Smaller models are often good enough for classification or extraction and cost far less to run. We build behind a model gateway so a model can be swapped without rewriting the product, and we compare candidates on your own examples before deciding, rather than on a public benchmark. Answer 07 ### How do you keep AI accurate and safe? By treating accuracy as something measured, not hoped for. Each AI feature is tested against real examples from your business before it reaches users, and the same test runs again whenever a model or prompt changes. Answers that should come from your documents cite the passage they used. Decisions that affect customers, such as credit, clinical or hiring calls, keep a person in the loop: the AI drafts, flags and ranks, and a person decides. Inputs and outputs are checked for personal data and off-topic requests, actions are logged, and an NDA is signed before you share any data with the team. Answer 08 ### How do I evaluate an AI development partner? Ask six questions. Who owns the code, the prompts and the model settings when the project ends? Can they show how a feature will be tested on your data before launch? Will they tell you when AI is the wrong tool? Can they estimate the monthly model cost in writing? Are you locked into one model provider? And what happens after launch, from monitoring to support? Clear answers to those matter more than a demo. At Miracuves you own 100% of the source code, the model choice stays open, and the scope, the timeline and the cost are agreed in writing before work starts. AI glossary ## The words you will hear in every AI project Twelve terms, explained in plain language, each linked to the work that uses it. All termsModelsDataBuildingRunning *Models*LLMLarge language modelA model trained on large amounts of text that can read, write, summarize and reason in plain language. GPT, Claude, Gemini and Llama are LLMs. On their own they know nothing about your business, which is why most products connect them to your data.[LLM Development](https://miracuves.com/service/llm-development/)*Models*Generative AIAI that createsModels that produce new text, images, audio or video from a prompt. Useful for drafts, product copy, voiceovers and presenter videos, with a person checking what goes out under your name.[Generative AI](https://miracuves.com/service/generative-ai-development/)*Models*Fine-tuningTeaching a model your styleFurther training of an existing model on your own examples so it follows your format, tone or task more closely. Often retrieval does the job more cheaply, so fine-tuning is a choice to test, not a default.[LLM Development](https://miracuves.com/service/llm-development/)*Models*HallucinationA confident wrong answerWhen a model states something that is not true as if it were. Reduced by grounding answers in your documents, asking the model to cite its source, and testing it on real questions before launch.[RAG Development](https://miracuves.com/service/rag-development/)*Data*RAGRetrieval-augmented generationThe model first finds the relevant passages in your documents, then answers from them and cites where each answer came from. It is how an assistant knows your policies, contracts and manuals.[RAG Development](https://miracuves.com/service/rag-development/)*Data*EmbeddingsMeaning as numbersA way of turning text or images into lists of numbers so that similar meanings sit close together. They power search that understands a question even when it uses different words from the document.[NLP Development](https://miracuves.com/service/nlp-development/)*Data*Vector databaseSearch by meaningA database built to store embeddings and find the closest matches fast. Examples include pgvector and Pinecone. It is the memory behind most RAG systems.[Data Engineering](https://miracuves.com/service/data-engineering-app-development/)*Building*AI agentAI that takes stepsA system that plans and carries out a multi-step task, such as reading a ticket, checking an order and issuing a refund, using tools you allow and asking for approval where it matters.[AI Agent Development](https://miracuves.com/service/ai-agent-development/)*Building*GuardrailsRules around the modelChecks on what goes into and comes out of a model: blocking personal data, off-topic requests and unsafe actions, and forcing answers into the format your system expects.[AI Integration](https://miracuves.com/service/ai-integration-services/)*Building*Computer visionAI that seesModels that detect, count and inspect things in images and video, from damaged parcels and product labels to documents that need reading.[Computer Vision](https://miracuves.com/service/computer-vision-development/)*Running*MLOpsRunning models in productionThe pipelines and monitoring that ship a model, track its accuracy on live data and retrain it when it slips, the way DevOps does for ordinary software.[MLOps](https://miracuves.com/service/mlops-services/)*Running*Model driftWhen accuracy slipsThe slow loss of accuracy as real-world data moves away from the data a model learned on. Caught by monitoring and fixed by retraining on fresh examples.[MLOps](https://miracuves.com/service/mlops-services/) AI insights ## Field notes on building with AI What we have learned shipping AI products, from our blog. [Visit the blog](https://miracuves.com/blog/) [Miracuves blog**AI App Builder vs Traditional Development**Which approach fits a fast launch.*Read the guide*](https://miracuves.com/blog/ai-app-builder-vs-traditional-development/)[Miracuves blog**Ready-Made vs Custom AI App Builder**What AI startups should choose.*Read the guide*](https://miracuves.com/blog/bolt-new-clone-vs-custom-ai-app-builder-development/)[Miracuves blog**How to Build a GPT Chatbot**A practical build guide.*Read the guide*](https://miracuves.com/blog/how-to-build-gpt-chatbot-guide/)[Miracuves blog**Multimodal AI Chatbot Guide**Text, voice and image in one assistant.*Read the guide*](https://miracuves.com/blog/multimodal-ai-chatbot-development-guide/)[Miracuves blog**AI Codebase Handoff Checklist**8 steps before you hire an agency.*Read the guide*](https://miracuves.com/blog/ai-codebase-handoff-checklist/)[Miracuves blog**The Rebuild Tax**What fixing an AI-built MVP really costs.*Read the guide*](https://miracuves.com/blog/ai-mvp-rebuild-cost/) FAQ ## Questions about Mira AI Short answers. Each service page goes deeper. [Ask an AI engineer](https://miracuves.com/schedule-consultation/) 01What is Mira AI? Mira AI is the name for all of the AI work Miracuves does: custom AI and LLM development, AI agents, machine learning and data services, AI for specific industries, AI engineers you can hire, and ready-made AI platforms. This page links every one of them, so you can start from the route that fits where you are today. 02Should I launch a ready-made AI platform or build custom AI? Choose a ready-made platform when a proven product shape fits your idea, such as an AI chat assistant, an avatar video studio or an AI app builder. It launches under your brand in 6 working days at a fixed price. Choose custom AI when the value sits in your own data or workflow. Custom work typically takes 2-8 weeks, and larger scopes are quoted in writing first. 03How long does an AI project take? A ready-made AI platform goes live in 6 working days. Custom AI features and products typically take 2-8 weeks, depending on the data, the systems involved and how the output has to be checked. Anything larger is scoped and quoted in writing before work starts. 04Do I own the code and the AI I pay for? Yes. You receive 100% of the source code. Hosted models such as GPT, Claude or Gemini run under their provider's terms, and open models such as Llama can run on servers you control when your data must stay in-house. 05Can you add AI to an app I already have? Yes. [AI integration](https://miracuves.com/service/ai-integration-services/) adds features such as search, summaries, drafting or an assistant to software you already run, without a rebuild. If your app was built with AI coding tools and has stalled, [AI App Rescue](https://miracuves.com/service/ai-app-rescue/) audits it, fixes what is unsafe and finishes it. 06Which AI models do you work with? We integrate models from OpenAI, Anthropic, Google and Meta, other open models, and speech tools for voice agents. The choice is made per task on quality, running cost and where the data is allowed to go. We are not tied to one provider, so a model can be swapped later. 07Is Mira AI a separate company? No. Mira AI is how Miracuves presents its AI work: the same team, the same contracts and the same ownership terms as every other Miracuves project. 08Can the AI run on our own servers? Yes. When your data must stay in-house, open models such as Llama can run on servers or a private cloud you control. Hosted models from OpenAI, Anthropic or Google are used under their terms when they suit the task better, and the choice is agreed in the written scope. 09Do you sign an NDA before we share data? Yes. An NDA is signed before you share documents, recordings or customer data, and access to your systems is limited to what the build needs. 10What support do we get after launch? Ready-made platforms include 60 days of support after launch. Support for custom AI work is set in the written scope, and ongoing improvement can run as a monthly retainer. 11Can you work alongside our in-house team? Yes. AI engineers can join your team by the month, or we build a feature and hand it over with the code and documentation your team needs to run it. 12How do I get started? [Book a call with an AI engineer](https://miracuves.com/schedule-consultation/) or send us your brief. We reply within 2 hours, Mon-Sat 10:00-19:00 IST, and sign an NDA before you share any data. Mira AI ## Tell Mira what you want to build Type it in plain words. Mira points you to the right page, or an engineer maps it to the fastest route: ready-made, custom, or added to what you already run. What do you want to build with AI? [Talk to an AI engineer](https://miracuves.com/schedule-consultation/)First response under 2 hours, Mon-Sat 10:00-19:00 IST **Trademarks.** Miracuves is an independent software development company, not affiliated with, sponsored or endorsed by the owners of ChatGPT, DeepSeek, Gemini, Grok, HeyGen, Bolt.new, Apple or any model or tool named on this page. Names such as "ChatGPT Clone" describe the kind of software offered; every design and line of code is built by our own team. All trademarks belong to their owners. [Legal notice and disclaimer](https://miracuves.com/disclaimer/)