Contract manufacturers lose hours interpreting client drawings and lose years of process knowledge when senior engineers leave. VOXXL solves both — an AI-first system built for the shop floor to decode manufacturability, suggest exact process routing, and permanently archive plant knowledge.
Every time a new client drawing arrives, someone must read it, understand it, and recall whether the plant has done anything like it before. Right now, that someone is one overloaded senior engineer.
A junior engineer reading a GD&T-heavy drawing from a foreign client can take 40+ minutes — and still miss critical callouts. Every misread tolerance is a scrapped part or a client complaint.
The setup tricks, the feed rate adjustments, the tooling choices that made a difficult job work — none of it is written down. When senior engineers leave, the plant starts from zero on every similar job.
New hires take over a year to become useful. Onboarding means shadowing one person and hoping to absorb enough. Senior engineers spend half their time answering questions instead of doing their jobs.
Not all tolerances are equally difficult. Seniors scan and flag the features that determine feasibility. Juniors read every dimension with equal attention — and miss the ones that actually matter.
A single aerospace drawing can reference 10–15 external documents — AMS, ASTM, MIL-SPEC, Boeing BPS. Each requires manual lookup, reading, and compliance verification. This invisible workload consumes hours per job.
Clients send CATIA, SolidWorks, NX, STEP, IGES, PDFs — sometimes split across multiple files in different revision states. Reconciling these manually eats 15–30 minutes per job before any engineering even begins.
VOXXL sits between receiving a client file and beginning process planning. Upload the drawing, ask anything, and surface every relevant job your plant has ever done.
Upload a STEP file and 2D PDF. VOXXL extracts tolerances, GD&T callouts, surface finish requirements, and material specs. It flags what's difficult to machine and suggests the exact process routing required to build it — in seconds, not 40 minutes.
Ask the drawing anything in plain English. "What's the tightest tolerance?" "What does this GD&T symbol require?" "Which surfaces need finishing?" Answers cite the exact drawing section.
Every job processed builds a searchable, structured archive. Process notes, tooling choices, problems encountered, solutions found — all attached to the drawing, all retrievable by any engineer at any time.
When a new file arrives, VOXXL surfaces the most similar past jobs automatically. Same material, similar tolerances, related geometry — with process notes from those jobs immediately available.
VOXXL doesn't add another tool to your stack. It replaces the slowest, most error-prone parts of your feasibility workflow with a precision-engineered AI pipeline.
Accepts every format — STEP, CATIA, SolidWorks, NX, PDF. Automatically reconciles split packages and flags revision conflicts.
Tolerance criticality maps, GD&T decoded to plain English, surface finish requirements, and manufacturability scoring.
Every drawing is scored against your plant's true machine capabilities. Green, amber, or red — with the specific constraint identified.
A structured knowledge graph connecting jobs, materials, tolerances, machines, tools, problems, and solutions — traversed to answer multi-hop questions.
Identifies external specs from notes, links to your local library, and extracts the exact clause — displayed inline next to the feature.
Low-confidence items are routed to a human review queue. Every correction retrains the model on your plant's drawing conventions.
Engineers speak for 30 seconds after a job. Whisper transcribes locally, extracts structured entities, and writes them to the graph.
Machine manuals are parsed once. Plant managers annotate real-world limits. New drawings are checked against earned experience.
All file formats accepted, unified, and reconciled automatically.
GD&T, dimensions, tolerances, surface finishes, and specs decoded.
Similar past jobs and applicable specs retrieved from memory.
Drawing checked against plant capability — green, amber, or red.
Structured analytical view with everything you need in one screen.
Precision increase over GPT-4o on GD&T extraction
F1-score improvement on drawing understanding
From RFQ ingestion to feasibility verdict
Data stays local — zero cloud exposure
VOXXL runs entirely on a local server inside your plant's intranet. Every model, every database, every computation — local. Updates arrive as signed packages through a one-way tunnel.
Interactive analytical view with overlay detection boxes and structured feasibility brief.
Symbol detection, semantic interpretation, and process routing generation.
Structured knowledge graph and vector store for historical job retrieval.
Multi-format file translation, reconciliation, and entity extraction.
All layers run on local hardware. One-way update tunnel only.
India's precision manufacturing sector is growing — but the knowledge infrastructure to support that growth doesn't exist yet. VOXXL is that infrastructure.
16,000 MSMEs receiving new design files. India's defence production hit ₹1.27 lakh crore in FY24. Every indigenised component is a drawing that arrives at an Indian job shop for the first time — often in a format never seen before.
New plants, zero institutional memory. PLI investments of ₹1.76 lakh crore are creating hundreds of newly certified precision manufacturers. These plants are young, have no senior engineers yet, and are immediately receiving complex high-spec client work.
New global clients, unfamiliar standards. Global OEMs are actively moving precision sourcing to India. Indian job shops are winning contracts with US and European clients who send drawings to ASME or ISO standards the plant's engineers have never worked with before.
Senior engineers are retiring. The generation of engineers who built India's precision manufacturing capability is leaving. Their knowledge — accumulated over 20–30 years — has no home. VOXXL is that home.
Not generic job shops. Not Tier-1 auto-component clusters. The plants that receive a different part from a different client almost every week — and must interpret each drawing from scratch.
AS9100-certified shops supplying HAL, DRDO, global primes (Boeing, Airbus, GE). Complex first-article parts, tight tolerances, new designs constantly. First-article inspection required on every new job.
Precision machining for oil & gas, semiconductor tooling, industrial automation — often for US or European clients sending drawings to ASME standards. Multiple clients, no two jobs alike.
PLI-driven growth, export-oriented, ISO 13485 certified. High-spec components — implants, instruments, housings — where each order is a different part, a different material, a different tolerance stack.
Existing tools produce a price or a markup. VOXXL produces a structured feasibility intelligence brief — the thing senior engineers actually need.
| Capability | Standard ERP / MES | CADDi / CoLab | VOXXL |
|---|---|---|---|
| 2D Drawing GD&T Extraction | None | Partial | Full (YOLO + VLM) |
| Manufacturability & Process Routing | None | None | Automated, Plant-Specific |
| Institutional Memory (GraphRAG) | None | Vector Search Only | Structured Knowledge Graph |
| Plant-Specific Capability Scoring | None | None | True Machine Limits |
| Air-Gapped / Local Deployment | Yes | Cloud Only | 100% Local |
| Voice-Captured Process Notes | None | None | Whisper, Local |
We're onboarding a small number of precision job shops for early access. If your engineers interpret new client drawings regularly — VOXXL is built for you.