Nyotta AI
Automotive Tier-1

Quote high-variant programs with the full engineering picture.

Nyotta reads the drawings, specifications, variants, quantities, and commercial inputs behind a program. It helps your team resolve the package into structured BOM, feasibility, cost, and quote-support work with evidence attached.

Explore the platform
Program A-01 · variant review2 open exceptions
Reading drawing set · sheet 11 of 14Rev C ↔ Rev D
LineVariantsEvidenceStateHousing6Sheet 04ApprovedConnector14Spec §7.2ApprovedThermal interface3Sheet 11Exception

Alternate clears the performance requirement but conflicts with a material note. Surfaced for engineering review rather than substituted.

What we read

One workflow across component and system context.

Mechanical components

Dimensions, tolerances, materials, processes, finishes, and other inspectable requirements.

Electrical systems

Connections, materials, quantities, configuration logic, and applicability across variants.

Thermal and sealing systems

Layered material, interface, tolerance, and performance requirements across the assembly.

Assemblies and programs

Relationships between components, specifications, revisions, volumes, and quote obligations.

Why it is hard

A quote is only as complete as the package behind it.

Automotive RFQs combine dense engineering documents, variant logic, changing revisions, commercial schedules, and knowledge distributed across functions. Reviewing each file independently makes it difficult to see omissions and understand their downstream impact.

High document volume

Critical details are spread across drawings, specifications, workbooks, and correspondence.

Variant complexity

Parts, quantities, and requirements change across applications and configurations.

Revision risk

Late changes can affect scope, feasibility, cost, and commercial commitments.

Disconnected expertise

The reasoning required to quote often lives with individual engineers rather than in a reusable system.

Deliverables

Built around the work between RFQ receipt and quote approval.

Four deliverables. Each one reviewable on its own, and each one traceable to the sheet, spec clause, or workbook cell it came from.

01

Drawing set and variant matrix intake

Identify required deliverables, engineering inputs, commercial terms, missing information, and ownership across the package.

02

Variant-resolved BOMs

Structure parts, materials, quantities, and applicability while preserving exceptions and evidence for review.

03

Cost and feasibility analysis

Connect design features, process assumptions, materials, supplier inputs, and risk to an editable quote model.

04

Engineering change (ECN) impact on a live quote

Show what changed, what the change affects, and which technical or commercial decisions need to be revisited.

Also supportedDrawing feature extractionSpecification mappingCompliance and exception trackingSimilar-part retrievalQuote package preparation
How it works

From RFQ received to quote-ready engineering work.

01

Receive

Collect the drawings, specifications, schedules, and commercial documents that define the request.

02

Read

Extract requirements, features, quantities, revisions, and quote inputs from the source package.

03

Resolve

Connect variants, applications, dependencies, exceptions, and conflicts across documents.

04

Check feasibility

Can we actually make it? Machine and forge routes are checked against your own in-house criteria, each check citing the requirement number it read.

05

Estimate

Prepare editable BOM, cost, and risk views for the responsible functions.

06

Approve

Let engineers and commercial owners verify the evidence, resolve open items, and approve the work.

From the product

One package, walked through.

A splined flanged hub, Rev A — from the files landing to an engineer signing the work, feasibility included. Pick a stage.

RFQ-2026-0417 · intake48 files · 6 formats

Every file in the package indexed and matched to one part number: the drawing sheets, the STEP model, the material specification, a fourteen-tab commercial workbook, eleven messages of clarifications, and the supplier’s forging quote.

What changes

Make the quote easier to review and defend.

The number matters less than whether the room can see how it was reached.

Coverage

Better coverage

See which requirements and source files have been addressed and which still need attention.

Variants

Clearer variant logic

Applicability and quantity decisions are visible instead of buried in spreadsheet formulas or personal knowledge.

Cost

Connected cost and feasibility

Reviewers get the evidence and the assumptions behind the estimate, not just the total.

Reuse

Reusable program knowledge

Approved decisions are preserved, so similar work does not begin from zero.

FAQ

Questions from Tier-1 teams.

What kinds of parts does Nyotta quote?

Machined and cast components, gears and shafts, stampings and forgings, welded and fabricated assemblies, wire harnesses and electrical systems, thermal and sealing parts, moulded and extruded parts, springs, fasteners, bearings and multi-part sub-assemblies. The common factor is a drawing package with enough on it to define the part, rather than a particular commodity or process. For a part family Nyotta has not scored before, accuracy is measured against your own released data before anyone quotes a number from it.

Can Nyotta build a BOM from a drawing that has no BOM table?

Yes. Nyotta builds the parts list from the drawing content itself, which matters because most RFQ packages arrive without a table to read. It works across every sheet in the package, reading callouts, annotations, symbols, partial tables and inline notes, and assembles them into a structured bill of materials with each line traced to where it was found. Anything it cannot resolve is raised as an exception rather than guessed.

Can Nyotta read a scanned drawing with no text layer?

Yes. Scanned prints are read as images, with OCR used as supporting evidence for locating text rather than as the source of truth for part numbers. Where a value or a part number reads wrong, that region of the image is re-read at higher resolution instead of a fuzzy match being accepted.

Can Nyotta extract GD&T, dimensions and tolerances from a print?

Yes. Nyotta extracts dimensions with their tolerances, geometric tolerancing frames and datums, threads, surface finish, material and heat treat requirements, and drawing notes. Untoleranced dimensions receive the general tolerances named in the title block, such as ISO 2768. Each characteristic carries its location on the sheet, so a reviewer can jump from any line to the place it came from.

Does Nyotta balloon drawings for PPAP and PFA?

Yes. Nyotta numbers each extracted characteristic, places a balloon at its location using the standard engineering drawing grid, and exports a ballooned PDF alongside a feature inventory workbook. The workbook separates bores, tapped and through features, surfaces, geometric tolerance frames and process notes, and lists coverage gaps so a reviewer can see what was not resolved.

How does Nyotta handle variants and quantity breaks?

Nyotta resolves variants from the drawing package and produces one quantity set per configuration instead of a single merged list. Applicability printed on the sheet overrides any default the model would otherwise assume. Where two parts of a package disagree about which build a component belongs to, the conflict is held for review instead of resolved silently. Per-variant quantities are checked line by line against the print they came from.

What can Nyotta read?

Send the package as your customer sent it, in any format, including documents nested inside other documents. Nyotta reads 2D drawings as vector PDFs, scanned PDFs and image files, 3D CAD models, and the specifications, standards, variant tables, bid forms and correspondence alongside them. Spreadsheets are read structurally, cell by cell, including formulas and dependencies. If a person can read it, Nyotta can read it.

Next step

Bring us the RFQ your current process struggles with.

We will show you how Nyotta turns the package into structured, reviewable, quote-ready work.