Support and sales assistants grounded in your real content — not a generic bot that guesses
Most business chatbots make customers angrier than no chatbot at all. They loop, they deflect, they invent a return policy you never wrote. We build conversational AI that reads from your actual knowledge base, admits when it doesn't know, and hands off to a human before it damages the relationship. We're an engineering shop, not a consultancy — so we ship the whole thing: the retrieval pipeline, the channel integrations, the analytics, and the guardrails that keep it honest.
The cheap generic bot problem is real, and it costs you customers. Drop a stock chatbot on your site — one running on a base language model with no connection to your business — and it will confidently invent answers. It quotes prices you don't charge, promises refunds you don't offer, and describes features that don't exist. Every one of those confident wrong answers becomes a support ticket, a chargeback, or a customer who never comes back. The damage is worse than silence, because the bot spoke with authority and the customer believed it.
The fix is grounding. A production chatbot doesn't answer from the model's imagination — it retrieves the relevant passages from your real documentation, product data, and policies first, then answers strictly from what it found. This is retrieval-augmented generation, or RAG, and it's the difference between a bot that helps and a bot that lies. Done right, the assistant stays inside the boundaries of your content, can cite the exact document behind any answer, and says 'let me connect you with someone' the moment a question falls outside what it knows.
That combination — accurate answers on the routine majority of questions, a clean human handoff on the hard ones — is what makes conversational AI pay for itself. Your team stops answering the same shipping question two hundred times a day and starts spending time where a person actually adds value. The bot deflects volume without deflecting people. A generic bot does the opposite: it deflects the people and keeps the volume.
The whole game is grounding. We ingest your help docs, product catalog, policies, and past support tickets, chunk and embed them into a vector store, and wire retrieval so the bot pulls the right passages before it ever writes a word. Answers stay inside your real content, and every response can be traced back to the source it came from — so when the bot says something, you can point to the exact document it read. When your content changes, the knowledge base re-syncs instead of going stale.
An assistant that never admits uncertainty is a liability. We constrain the bot to its retrieved context, set confidence thresholds, and build refusal behavior so it declines questions outside its knowledge instead of inventing something. We add topic and tone guardrails to keep it on-brand and on-subject, and we test it adversarially before launch — actively trying to make it hallucinate or go off-script, so your customers can't.
The most important feature of a good bot is knowing when to step aside. We build handoff that recognizes frustration, complexity, or an explicit 'talk to a human' request and routes the conversation to your live agents — with the full transcript and context attached so the customer never has to repeat themselves. It plugs into the helpdesk you already run instead of replacing it, and captures a ticket when everyone's gone home.
The same grounded assistant should answer on your website, in WhatsApp, over SMS, inside Slack, and in Messenger — with one knowledge base behind all of it. We build the core once and deploy it across channels, so you're not maintaining five separate bots that drift out of sync. We handle the platform APIs, the auth, and the hosting so it ships and stays running, and we monitor uptime instead of leaving it to break quietly.
Grounded in your content, deployed where your customers already are.
Before a line of code, we map the real conversations. What are customers asking, where does volume pile up, and which of those questions can a bot safely own? We audit your existing content to see what's answerable today and what's missing — because a bot can only be as good as the material behind it.
The real questions your customers and prospects ask most.
What your docs already answer — and the gaps to fill.
Exactly which topics the bot owns and where it escalates.
We shape how the assistant talks, where it draws its boundaries, and how it behaves when it isn't sure. This is where personality meets discipline — an on-brand voice paired with hard limits on what it will and won't claim, so it sounds like you without ever freelancing.
Flows for the common paths, fallbacks for the edges.
A tone that sounds like you, not a generic assistant.
Confidence thresholds, refusals, and escalation triggers.
This is the step other shops outsource or skip. We build the retrieval pipeline, connect it to your helpdesk and channels, and ship it — tested against real questions in a staging environment before it ever talks to a customer.
Ingestion, embeddings, retrieval, and citation — built and tested.
Website, messaging apps, and your ticketing system wired in.
We try to break it before your customers can.
A chatbot is never done at launch. We review real transcripts, find where it struggled or escalated, close content gaps, and tune retrieval so accuracy climbs over time instead of quietly drifting as your business changes.
Where the bot succeeded, hesitated, or handed off.
New content for the questions it couldn't answer.
Ongoing accuracy improvements from real usage.
Plenty of firms will run a workshop, sketch a conversation flow, and invoice you for the roadmap. We're an engineering shop that added AI to a real build practice — not a consultancy that rebranded. We write the retrieval pipeline, integrate your helpdesk, deploy across channels, and keep it running. The deliverable is a working assistant answering your customers, not a PDF describing one.
Talk to an engineer →Shoppers abandon carts over questions nobody's around to answer: is it in stock, will it ship by Friday, does it fit, what's the return window?
We ground the bot in your live catalog, inventory, and shipping and returns policy so it answers product and order questions accurately, recommends alternatives when something's out of stock, and pulls order status on demand — turning pre-purchase hesitation into a completed checkout instead of a bounce.
Learn more →Support queues fill with the same how-do-I questions your docs already answer, while your engineers get pulled off product to firefight tickets.
We ground the assistant in your documentation, changelogs, and API references so it resolves setup, billing, and troubleshooting questions instantly, escalates genuine bugs with full context to your team, and captures the questions your docs miss so you know exactly what to write next.
Learn more →Patients ask about hours, insurance, prep instructions, and portal access around the clock — but medical accuracy and privacy leave zero room for a bot that guesses.
We build tightly scoped assistants that handle logistics, intake, and FAQ from approved content only, refuse to give clinical advice, and escalate anything sensitive to staff — with guardrails and handoff designed around the compliance line from the start, not bolted on after launch.
Learn more →Hotels, restaurants, and venues field endless repeat questions about availability, amenities, hours, and booking — often after the front desk has gone home.
We deploy a grounded concierge across your site and WhatsApp that answers guest questions in the moment, handles reservation and booking inquiries, and captures leads after hours — so a 9pm question becomes a booking instead of a lost guest.
Learn more →Law firms, agencies, and consultancies lose leads who land at midnight with a question and no one to ask — and burn billable hours qualifying prospects who were never a fit.
We build an intake assistant grounded in your practice areas and service pages that answers prospect questions, pre-qualifies against your criteria, and books consultations — routing genuine opportunities to your team with the context already gathered so the first call starts warm.
Learn more →Schools and course providers get swamped with the same admissions, enrollment, scheduling, and financial-aid questions every cycle, overwhelming a small support team.
We ground the bot in your program catalog, admissions requirements, and student handbook so prospective and current students get accurate answers instantly in any language, freeing advisors to spend their time on the conversations that genuinely need a human.
Learn more →A working chatbot answering your customers from your real content — live on your site and channels, not a prototype.
Wired into your helpdesk, CRM, and messaging channels, with clean human handoff that passes full context.
Dashboards on what people ask, what the bot resolved, where it escalated, and which content gaps to close next.
We keep the knowledge base synced and accuracy climbing as your business, catalog, and customer questions evolve.
Grounding and guardrails. The bot retrieves relevant passages from your real content before answering and is constrained to respond only from what it found, with confidence thresholds that trigger a fallback when it isn't sure. It's built to say 'I don't know, let me connect you with someone' rather than invent an answer — and we test it adversarially before launch, actively trying to make it hallucinate so your customers can't.
A stock bot runs on a base model with no connection to your business, so it guesses — quoting prices you don't charge and policies you never wrote. Ours is grounded in your actual documentation, catalog, and policies through a RAG pipeline, keeps every answer traceable to a source, and hands off to a human when it should. The cheap bot deflects people; a grounded one deflects volume while keeping customers happy.
Whatever you've already got: help docs, FAQs, product catalog, policy pages, PDFs, and even past support tickets. We ingest and structure it into the knowledge base. Part of our process is a content-gap audit that shows where your existing material can't answer common questions, so we know exactly what to fill in before launch instead of discovering the holes in production.
One assistant, deployed everywhere your customers are: an embeddable widget on your website, WhatsApp, SMS, Messenger, Instagram DMs, and internal tools like Slack or Microsoft Teams. It all runs off one shared knowledge base, so you're never maintaining separate bots that drift out of sync or contradict each other.
No — it protects their time. The bot owns the routine, repetitive questions that eat your team's day and escalates anything complex or sensitive to a human, with the full conversation context attached so the customer never repeats themselves. Your people stop answering the same shipping question two hundred times and focus where a human actually adds value.
We monitor it. We review real transcripts to see where the bot succeeded, hesitated, or handed off, close the content gaps behind unanswered questions, and tune retrieval so accuracy climbs over time. A chatbot is never finished at launch, and we keep the knowledge base synced as your business, catalog, and policies change.
Tell us where support volume piles up and where leads slip away, and we'll scope a grounded assistant that answers from your real content, hands off cleanly to your team, and ships live on your channels — not a slide deck describing one.
