AI development
We research, train and adapt models for specific tasks and languages.
AIport Ltd is a London-based tech startup, founded in July 2025, that builds artificial intelligence and brings it to the masses. Our flagship, AIport Passport, is a portable, encrypted memory that lives on your device. Any AI model can board with it, but only with your permission, only for the context you choose, and only for as long as you allow.
Today every assistant either forgets you or remembers you inside someone else's cloud. Passport is a portable, encrypted memory and identity layer that lives on your device. Any AI model can “board” with it, but only for the slice of context you choose, only for as long as you allow.
Move between assistants without re-explaining who you are, what you work on or how you like your answers.
Customs pseudonymizes names, numbers and addresses on your device. The model sees PERSON_1, never you.
Every pass expires on its own. The flight log shows what was read, when, and by which model.
How a Passport flight works
Your preferences, notes and documents are encrypted on your device with keys only you hold. Sync is optional and end-to-end encrypted.
Before anything leaves the device, a small local model detects personal data and swaps it for reversible pseudonyms.
You issue a boarding pass: which memories, for which model, for how long. The model receives that slice and nothing more.
The answer returns, pseudonyms are restored locally, and every read is written to a hash-chained log you can inspect.
# Issue a 15-minute, read-only pass for one model
curl https://api.aiport.uk/v1/passport/passes \
-H "Authorization: Bearer $AIPORT_API_KEY" \
-d '{
"audience": "model:any",
"scope": ["preferences", "projects/aiport"],
"customs": {
"redact": ["name", "email", "iban"],
"mode": "pseudonymize"
},
"access": "read-only",
"ttl": "15m"
}'
# 201 Created
# { "pass_id": "bp_7f3a91", "expires_at": "...",
# "memory_endpoint": "mcp://passport.aiport.uk/bp_7f3a91" }
// AIport Passport is in development. Specifications describe design targets for early access.
Mission
Artificial intelligence is changing how we work, learn and create, yet too often it stays within reach of a few. AIport is built on the opposite belief: the greatest value emerges when as many people as possible can use it.
That's why we don't just build technology. We make sure you understand it, that it's available to you, and that it genuinely helps.
Simple tools with no barriers and no technical background required.
Transparency, data security and a human at the centre of every decision.
We build solutions that solve real problems, not just demos.
Focus areas
From research to everyday use, we cover the entire journey of artificial intelligence.
We research, train and adapt models for specific tasks and languages.
Assistants and apps with a clear interface that anyone can use.
Workshops, guides and content that explain AI without the jargon.
Open tools and collaboration, because progress happens together.
Technology
From raw data to an answer in the chat window: five stages we repeat with every model release.
Corpus collection, cleaning and deduplication, removal of personal data, and balanced language coverage.
Open models are adapted to the task with parameter-efficient fine-tuning and alignment with human preferences.
Automated test suites, measurement of hallucination and bias, and manual red-teaming before every release.
Quantization reduces memory requirements, while batching and caching speed up responses.
The same model is available through web chat, a REST API and client libraries, with answers streamed in real time.
# Chat with the model, the answer streams token by token
curl https://api.aiport.uk/v1/chat \
-H "Authorization: Bearer $AIPORT_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "aiport-base",
"stream": true,
"rag": { "collection": "documents", "top_k": 5 },
"messages": [
{ "role": "user",
"content": "Summarize the attached contract." }
]
}'
# event: token data: {"delta":"The contract"}
# event: token data: {"delta":" governs"}
# event: done data: {"tokens":412}
// Figures shown are target capabilities of the platform currently in development.
Our journey
Every project passes through three stops before it lands with users.
We research and build advanced models and test them on real-world problems.
We wrap complex technology into tools that are clear and pleasant to use.
Through education and open solutions, we bring AI to the masses, not just to experts.
Contact
Interested in collaborating, partnering or contributing to the project? Drop us a line.