Engineered, not pitched
We wire models
into real workflows engineered to ship
Models in production, not slides
Engineers wiring models into production — not demos, not slides. Systems that run, change, and scale, owned end to end by the people who built them.
What we solve
Engineered end to end, not consulted
Models, wired to workflows
From RAG and agents to long-running automation — we design it, write the code, ship it to production, and stay on call. Your team uses it the next day, not next quarter.
Wired into your stack
Bridges between models, your APIs, your data, your enterprise systems. Long-running, monitored, owned.
Workflow automation
Replace the manual loops your team hates — document handling, intake triage, decision routing — with code that runs every day.
Embedded engineering
We sit inside your team and ship features on your roadmap. No handoff, no slide decks, just commits.
From sketch to running thing
A working prototype on your stack in days. Real data, real users, real failure modes — not a video.
Architecture & second opinions
Pick the right boring tools, kill the wrong ambitious ones, and leave you with a roadmap you can defend.
20+
Systems in production
across all archetypes
50ms
Median latency
internal copilots, p50
99.9%
Uptime under load
long-running agent workers
10+
Teams shipping
current + past engagements
Things we ship
Project shapes we know how to run
Anonymized archetypes from real engagements. Names omitted on purpose.
Internal copilot
A model wired into a team's existing tools (CRM / docs / ticketing) so frontline staff stop context-switching across 6 tabs.
→ Median task time cut from minutes to seconds; rolled out to a full ops team.
Document pipeline
An ingest path that reads messy PDFs / scans / forms and lands clean structured records into the customer's database, with humans in the loop only on low-confidence rows.
→ Hours of manual entry per day eliminated; sub-1% error rate on high-confidence rows.
Long-running agent worker
An agent that owns a multi-step business process end-to-end — gathering context, deciding, executing, and reporting — running unattended and recovering from failures.
→ Replaced a daily human workflow; runs on cron, escalates on edge cases.
Domain assistant
A specialized chat surface trained on a customer's vertical (legal / medical / engineering), answering with sources and refusing to bluff.
→ Accepted by domain experts who'd previously rejected generic chatbots.
About
Engineers who ship, not pundits who pitch
Built by people who'd rather commit than tweet
Mirrorsverse is a small engineering company in Beijing. We ship production software for teams that need a model wired into something real — not a demo, not a deck.
We work at the boring intersection of models, code, and operations. Our systems carry real workloads, log real errors, and get fixed at 3am when something breaks.
If you've been burned by consultants who handed over a slide deck and disappeared, we're the opposite of that.
Tech we use
Company
Beijing Mirrorsverse Technology Co., Ltd.
北京镜界纪元科技有限公司
Beijing, China
How we work
Three steps, no theatre
01
Send the rough shape
An email with what you're trying to do. Doesn't need a brief or a deck.
02
We write back within a week
Honest read on whether we can help, what it would take, what we'd push back on.
03
Start small, ship fast
We pick the smallest version that proves the thing, then iterate against real usage.
Engagements we typically take
One-week prototype
5–7 daysA running thing on your stack with real data. Validate the idea before committing.
Multi-week build
3–8 weeksA production system shipped, monitored, and handed off — or we keep maintaining it.
Embedded engagement
3+ monthsWe sit inside your team and ship features on your roadmap.
Get in touch
Show us the problem, we'll show you the fix
One email, no funnel
Send us the rough shape of what you're trying to do. We'll write back with whether we can help and what it would take — no slide deck, no discovery call ritual.
contact@mirrorsverse.com