Bielser Engineering
MERCURI brings grounded AI work into one workspace.
Multi-Engine RAG&CAG Unified Resource Intelligence brings model routing, grounded retrieval, contextual augmentation, authored content, learning workflows, and governed operations into one secure environment.
Instead of splitting chat, document intelligence, review, and operational work across disconnected tools, MERCURI keeps the full workflow connected from question to deliverable.
Model support
OpenAI, Claude, Ollama
Core stack
Next.js + FastAPI
Deployment
Local, Docker, Vercel
Why MERCURI leads
One workspace from question to deliverable.
MERCURI keeps retrieval, trust, authored outputs, learning loops, and operational state connected instead of scattering them across separate tools.
Grounded intelligence
Evidence-aware answers over governed documents, collections, and workspace knowledge.
Operational continuity
Questions, review, authored output, missions, and follow-up work stay inside one workspace.
Explainable trust
Routing metadata, retrieval visibility, and trust surfaces make the system inspectable.
Real production posture
Auth, governance, connectors, API access, and deployment flexibility are built into the product.
Public paths
Capabilities
From architecture to launch.
We partner from concept through deployment, aligning AI strategy with device constraints, connectivity realities, and the product experience your customers feel.
AI Systems Integration
Model evaluation, guardrails, and data pipelines wired into your stack with observability from day one.
Edge + LoRa Engineering
Embedded builds, low-power tuning, and resilient LoRa links that keep critical signals flowing.
Product Prototyping
Tight build-measure cycles to validate value early—hardware, mobile, and cloud working together.
Application Development
Modern web and mobile apps that surface intelligence through purposeful, minimal interfaces.
Website Development
High-performance marketing and product sites with storytelling, SEO, and analytics wired in.
Mobile Application Development
Cross-platform native experiences that pair with devices, sensors, and cloud services.
Hosting & Maintenance
Reliable, monitored environments with updates, patches, and performance tuning baked in.
Connectivity Orchestration
Data routing between devices, LoRaWAN, and cloud services with the right trade-offs for latency and cost.
Advisory & Enablement
Hands-on guidance for internal teams: architecture reviews, hiring support, and delivery playbooks.
Featured products
Project portfolio in motion.
MERCURI joins our connected-device work as a multi-engine AI workspace for grounded search, creation, learning, and governed operations, with a public site at mercuri-ai.com.
Project spotlight
MERCURI
A multi-engine AI workspace that combines RAG, CAG, explainable routing, governed knowledge, authored content, and learning workflows in one operational environment. Public site: mercuri-ai.com.
Project spotlight
Nexus
Mobile control center for the Vector HUD and Node devices, spanning BLE pairing, telemetry, maps, messaging, and LoRa-linked coordination.
Project spotlight
Vector
Connected HUD hardware built for riders who need glanceable speed, navigation, and peer awareness without breaking flow.
Project spotlight
Node
Compact connectivity companion that extends coverage, relays data, and adapts between bridge, repeater, and sensing roles.
Referral program
Share Bielser Engineering, get rewarded.
Introduce us to a team that needs AI, web, or mobile delivery. When they engage, you earn referral credit toward future work or a payout.
Simple terms
You get rewarded when the referred project kicks off—no hoops.
We handle the rest
We keep you updated while we scope, plan, and launch.
Start with an intro
Email us at BielserEngineering@Gmail.com and we'll take it from there.
Delivery approach
Clarity, velocity, and technical depth.
Small, senior teams move fast. We pair rigorous engineering with transparent communication so you see progress weekly and can steer with confidence.
Define
Joint discovery to shape goals, risks, and measures of success.
Architect
Systems design across AI, connectivity, and experience layers with pragmatic trade-offs.
Deliver
Iterative builds, demos, and hardening that culminate in a confident launch.
Ready to build
Let's shape your next launch.
Bring the AI concept, device, or product vision—you'll get a partner who ships with you.