01
Applied AI
Production-grade agents, evals, and retrieval pipelines. We design the loop, the guardrails, and the cost curve — not just the prompt.
- Agents
- RAG
- Evals
- Fine-tuning
BW · v0 · accepting new work
We engineer the unreasonable.
Blingwork is a deep-tech consultancy. We pair senior engineers with applied AI to design, build, and operate scalable systems for ambitious teams — the kind of work that usually isn’t supposed to be possible on the timeline you have.
- shipped
- 28/sys
- p99 latency
- 42ms
- continents
- 4/7
capability_graph.live
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Helix Labs/ biotechNorthwind AI/ frontierOrbit Systems/ infraMeridian Robotics/ roboticsParallax Health/ healthVellum Capital/ fintechStrata Defense/ defenseInkwell.ai/ mediaQuanta Compute/ infraPetrichor Energy/ energyHelix Labs/ biotechNorthwind AI/ frontierOrbit Systems/ infraMeridian Robotics/ roboticsParallax Health/ healthVellum Capital/ fintechStrata Defense/ defenseInkwell.ai/ mediaQuanta Compute/ infraPetrichor Energy/ energy
01 / 05Capabilities
Four practices. One team that hands off to itself.
A consultancy structured like a small lab. Each capability is owned by senior engineers who ship — not by managers who don't.
02
Scalable Systems
Backends that survive the second order of magnitude. Distributed pipelines, queues, autoscaling, and observability with budgets that hold.
- Pipelines
- Queues
- Autoscale
- Observability
03
Original R&D
When there is no library yet. We build prototypes, write the math, and ship the first production version of an idea your team has only sketched.
- Prototypes
- Research
- Algorithms
- Patents
04
Edge & Realtime
Inference and orchestration where milliseconds matter. Streaming, mesh, and edge runtimes — close to the user, close to the metal.
- Streaming
- Mesh
- Edge
- Low-latency
02 / 05Approach
A four-phase loop. Designed to be auditable, not theatrical.
No 'discovery decks.' Every phase has a deliverable you can show your CTO.
- LISTEN
Listen
We spend a week inside the problem before recommending anything. Stakeholders, data, constraints, hidden incentives.
- ARCHITECT
Architect
A working technical plan: data flow, system diagram, cost curve, risk register. Designed to be argued with, not approved silently.
- BUILD
Build
Senior engineers in the loop with your team from day one. We pair-program with AI, ship weekly, and measure what we said we'd measure.
- OPERATE
Operate
Handover that actually transfers knowledge: runbooks, dashboards, postmortems, and a 90-day overlap. We don't disappear at launch.
Systems shipped
0+
Avg. p99 reduction
0%
Retention after 12 mo
0%
03 / 05Selected work
A few systems we’ve shipped. Names changed where confidentiality requires it.
04 / 05Signal
What teams say after the engagement. Quoted with permission.
“Blingwork rebuilt our evaluation pipeline in eight weeks. The runs that used to take a weekend now finish over lunch, and we trust the numbers. They are the rare consultancy that ships the system, not a slide deck about the system.”
Dr. Léa Marchetti
Head of Research · Northwind AI
They walked in, found the bottleneck on day three, and shipped a fix by week two. Our p99 dropped 4×.
AR Arjun RaoVP Engineering · Meridian RoboticsThe clearest technical writing I've seen from a vendor. Every decision was argued, documented, and reversible.
SP Sasha PetrovCTO · Helix LabsWe've kept two of their engineers on a retainer for a year. They left the codebase better than they found it.
MT Mei TanakaDirector, Platform · Orbit Systems
05 / 05Contact
Tell us what you’re building. We reply in < 24 hours.
A short note is enough. If we're a fit, we'll send back a half-page response with what we'd do first.