TJ NOVA LTDNO. 17308318

Scan the structure

We build and run AI production systems.

Inference runs on our side. What the client receives is a finished system that already works — not a prototype, not a slide deck.

Move sideways to scan 00%
SECTION 0.00
DEPTH 0000 m
CACHE READ 97%
100B
Tokens per week
Floor, not average.
Every week clears it.
97%
Long-context cache reads
The same working set,
re-read pass after pass.
51%
At highest reasoning effort
The majority of all work,
not a sampled few.
68
Projects delivered
Out of 265 on the ledger.
197 still in build.

The shape of the load

Ninety-seven percent of it is the same context, read again.

Size is the first number. Weight is this one. A long-context cache read means a large body of work — a spec, a codebase, a contract set — stays open and gets re-read on every pass. Specify, generate, test, review, revise. An application that answers one question at a time never produces this shape, no matter how many users it has.

cache read · 97% fresh input + output · 3% 1 cell = 1 billion tokens · one week at floor

Capacity & pipeline

265 on the ledger. 68 delivered. The rest are being built right now.

This is the whole book, not a highlight reel. A 26% delivery rate is what a shop that keeps building looks like — the other 197 are not abandoned, they are in flight. Build capacity is committed through the end of the year.

Tokens in one week
provider consoles · floor, both engineering lines
100B
Peak week
when several builds run at once
300B
Skill invocations
across 201 distinct in-house skills · one line alone
1,361
Weekly quota consumed
the paid ceiling was reached — this is a number held down
100%
Publicly listed work
on our own site · most of it is under client confidentiality
36

Client case study

A cross-border e-commerce profit engine.

Built and operated by us for a client. It reconciles orders, settlements, inventory replenishment, per-SKU margin and ad spend across multiple marketplaces and multiple stores, and outputs daily and monthly P&L down to net profit per store per day.

3
storefronts covered
1,000s
orders reconciled in the month
¥1M+
GMV resolved to verified net profit
29/31
days profitable that month

Most work of this kind sits under client confidentiality. What we are able to show publicly is a small part of it.

Contact

Tell us what needs to exist.

We work remote-first, on flexible hours. Write to us and a person will read it.

info@tjnovaltd.com