LLM Product Features
AI features inside your product: report generation, summarisation, search, drafting, scoring. Scoped around a user outcome and shipped into your existing codebase or a new build.
AI integration services: your systems, with a brain wired in.
Overview
The value of AI is not in the model. It is in the wiring: the model connected to your data, your product and your workflows, with the engineering that makes it fast, safe and reliable in production.
Tensor Partners integrates large language models into businesses' products and platforms: customer-facing AI features, valuation and report engines, internal tools and portals. Designed, built, deployed and operated on modern web infrastructure, end to end.
Capabilities
What we deliver
AI Platforms + Portals
Full platforms with AI at the core: report engines, customer portals, internal tools. Front end, back end, payments and hosting delivered as one system.
Data Connections
Models grounded in your data: documents, databases, product catalogues, pricing. Retrieval built so answers come from your business, not the open internet.
API + Systems Wiring
Claude and other frontier models integrated through clean, monitored APIs, with fallbacks, rate limiting, cost controls and caching handled properly.
Evaluation + Safety
Output quality measured against real cases before launch, with guardrails on what the model may see and say. No silent failures in front of customers.
Hosting + Operations
Deployed on modern infrastructure with monitoring, logging and rollback. We operate what we ship, and hand over cleanly if you take it in-house.
Go deeper
Specialist services
Each one can run on its own or as part of a wider engagement.
02LLM Features in Your ProductAI features shipped directly into your existing codebase: summarisation, search, drafting, scoring. One feature, scoped and shipped in weeks.Learn more03AI ChatbotsA grounded, brand-tuned chatbot that answers from your own knowledge, captures leads and hands off to a human cleanly.Learn more04Report + Valuation EnginesRaw input turned into a structured, defensible report in seconds, with a free-to-paid funnel built in. The model behind AutoAppraise.Learn more05Customer PortalsAuthenticated portals with AI at the core: self-service, dashboards, document generation, built and hosted end to end.Learn more
Use cases
Where it pays for itself
- 01
AI product features
Your software gains a capability competitors quote months for: instant reports, smart search, automated drafting.
- 02
Customer self-service
Customers get instant, accurate answers and documents generated from your systems, without joining a queue.
- 03
Internal tools
The tools your team wishes existed: quoting engines, document processors, knowledge search over your own files.
- 04
New AI ventures
A standalone AI product taken from idea to revenue: platform, payments, hosting and the model wiring behind it.
Case studies
Live systems, real-world application
Consumer AI platform
AutoAppraise
A live valuation platform for the New Zealand vehicle market. A driver enters their car's details and receives a structured AI-generated report: market position, price range and selling guidance. Free report to paid unlock, with the report engine, payment flow and hosting built end to end.
SEO intelligence platform
LucidSEO
A production SEO intelligence platform on dedicated cloud infrastructure: site crawling, keyword tracking and competitor monitoring behind authenticated access. The kind of internal tool a marketing team logs into every morning.
FAQ
Frequently asked
01Which AI models do you integrate?
We work primarily with frontier models such as Anthropic's Claude, selected per project for quality, speed and cost. The integration is built so the model can be upgraded or swapped as the landscape moves, without rebuilding your product.
02Can you add AI to our existing software?
Usually yes. If your product has a codebase we can work in, or an API we can build against, AI features can be integrated into it. Where the existing system is closed, we build alongside it and connect through the interfaces available.
03What does AI integration cost?
It is scoped per project after a short discovery: a single product feature is a different build from a full platform. You get a fixed scope and price before work starts, sequenced so something is live early.
04Who owns what you build?
You do. Code, prompts, infrastructure configuration and documentation are handed over as part of delivery. We can operate the system for you, or hand it to your team, and there is no lock-in either way.
Start here
- What you get
- A straight answer on whether AI pays off in your business, and what it would take.
- Office
- 2 Wakefield Street, Auckland CBD, Auckland 1010, New Zealand
- Response time
- Within one working day
Start here
The model exists. Wire it into your business.
30 minutes, no pitch deck, no obligation. Tell us what's eating your team's time and we'll tell you straight whether AI is the answer, and roughly what it would take.