Manufacturing

Auto Components & Ancillary

For an auto-components plant, the win is reading the OEM schedule days earlier, catching the overbilling that hides in hundreds of supplier invoices, and seeing true cost-of-poor-quality and cash every morning, with every money, stock and quality-release decision still signed by a named person.

A modern auto components factory with robotic inspection cells and precision parts on clean production lines

The art of the possible

The art of the possible. None of the wins here are "AI runs your factory." They are: the OEM schedule read three to five days earlier so you stop paying premium freight; every supplier bill checked against the rate you actually agreed, so the overbilling that hides in hundreds of invoices is caught before payment, not at audit; your scrap clustered by the variable that actually drives it so the few root causes surface; your dies and moulds tracked so a crore-asset does not crack mid-run; and your true cost-of-poor-quality and your true cash-and-stock position visible every morning instead of four weeks late. The reliable arithmetic and workflow carry most of the value; AI is confined to reading messy documents, matching an RFQ to a past quote, and clustering history to find root causes; and every write that touches money, stock, an OEM commitment or a quality release waits for a named person.

The operating reality

Tier-1, Tier-2/3, forging, casting, rubber, plastic and aftermarket suppliers where the owner is trying to read the OEM schedule early, check every supplier bill, control scrap and cost-of-poor-quality and see the true cash-and-stock position, mostly from messy documents and records that surface the problem weeks late.

By segment

Where the work is, segment by segment.

The same industry runs differently across its segments. Here is the operating reality of each, and the builds we would rank first, with why.

Tier-1 OEM suppliers (build-to-print, PPAP)

Direct OEM suppliers working to the customer's drawing under PPAP discipline; the spine is the OEM release schedule, the RFQ-to-PPAP pursuit, premium-freight exposure when the schedule is read late, and a quality release that no model is allowed to sign.

  1. 01Faster, more accurate quoting / revenue operations

    A new OEM part is a long, multi-stage RFQ-to-PPAP pursuit across drawings, samples and approvals; without one pipeline a live programme stalls between owners. The signature build.

    See what we build
  2. 02Document and report extraction

    OEM schedules, drawings and supplier invoices arrive as PDFs and portal dumps; reading them into structured fields surfaces the release three to five days earlier, the planner still decides.

    See what we build
  3. 03Marketplace operations

    OEM sourcing desks and platforms qualify suppliers on capability and certification; a credible listing is where a new programme enquiry starts.

    See what we build
  4. 04A credible website that wins OEM and buyer trust

    An OEM SQA team checks plant, process capability and IATF status online before an audit; a thin or stale site costs the shortlist.

    See what we build
  5. 05An up-to-date capability and quality pack

    OEM customers watch the public record and the audit history; consistent, watched proof holds the supplier rating.

    See what we build
  6. 06Sales follow-up and the distributor desk

    Quote and sample approvals sit for weeks in an engineer's inbox; timed follow-up on each open programme keeps the pursuit alive.

    See what we build
  7. 07A WhatsApp concierge for buyer and dispatch updates

    Buyers and SQA chase schedule confirmation, dispatch and document status on WhatsApp through a launch.

    See what we build

Tier-2 / Tier-3 job-shops (machining, sheet-metal, stamping)

Build to a Tier-1's print on machining, sheet-metal or stamping lines; the spine is winning and re-pricing a steady flow of jobs, quoting fast against drawings, and chasing payment from larger customers who set the terms.

  1. 01Faster, more accurate quoting / revenue operations

    The shop lives on a steady flow of quotes and repeat jobs; warm RFQs die in a estimator's phone without one pipeline tying enquiry to quote to order. The signature build.

    See what we build
  2. 02Document and report extraction

    Drawings, RFQs and customer POs arrive as messy PDFs; reading them into structured data lets the shop quote faster and match a job to a past quote, a person prices it.

    See what we build
  3. 03Marketplace operations

    Many small job-shops win work through Tier-1 sourcing portals and B2B platforms; presence there is a real source of new enquiries.

    See what we build
  4. 04A credible website that wins OEM and buyer trust

    A Tier-1 sourcing engineer checks machines, tolerances and capacity before sending an RFQ; a clear site earns the first enquiry.

    See what we build
  5. 05An up-to-date capability and quality pack

    Capability, certifications and on-time record shown plainly are what a larger customer vets before placing a trial order.

    See what we build
  6. 06Sales follow-up and the distributor desk

    Quotes go out and go cold; a timed chase on each open quote and lapsed customer is the cheapest order the shop can win.

    See what we build
  7. 07A WhatsApp concierge for buyer and dispatch updates

    Customers ask for a quote, job status and dispatch on WhatsApp all day and the shop floor answers late or not at all.

    See what we build

Forging & casting units

Convert metal and scrap into forged and cast parts; the spine is heat-and-melt energy cost, scrap and rejection rates that drive cost-of-poor-quality, die and mould life on crore-value tooling, and winning programmes against capability and metallurgy.

  1. 01Faster, more accurate quoting / revenue operations

    A new casting or forging programme is won over a long technical pursuit on metallurgy, tooling and samples; one pipeline keeps a slow, high-value enquiry from dying. The signature build.

    See what we build
  2. 02Document and report extraction

    RFQs, drawings, heat-treatment specs and supplier bills arrive as paper and PDF; reading them into structured fields lets quoting and root-cause clustering run on real history.

    See what we build
  3. 03Marketplace operations

    Foundry and forging buyers source on capability platforms and directories; a credible listing brings in programme enquiries that match the plant.

    See what we build
  4. 04A credible website that wins OEM and buyer trust

    A sourcing customer checks furnace capacity, tonnage range and metallurgy before an enquiry; the public record is often thin or unwatched.

    See what we build
  5. 05An up-to-date capability and quality pack

    Heavy-industry buyers vet certifications, capacity and track record online; consistent watched proof is what survives the shortlist.

    See what we build
  6. 06Sales follow-up and the distributor desk

    Technical quotes sit for weeks in approvals; a timed chase on each open programme keeps a high-value pursuit moving.

    See what we build
  7. 07A WhatsApp concierge for buyer and dispatch updates

    Buyers chase casting schedule, sample and dispatch status on WhatsApp and the office answers slowly.

    See what we build

Rubber, plastic & wiring-harness component makers

Mould, extrude or assemble rubber, plastic and wiring-harness parts; the spine is many SKUs and customers, fast quoting on a broad catalogue, material-cost pass-through, and a steady order flow across mid-volume programmes.

  1. 01Faster, more accurate quoting / revenue operations

    A broad catalogue of parts and customers means many parallel enquiries and re-quotes; without one pipeline a warm order quietly slips between owners. The signature build.

    See what we build
  2. 02Document and report extraction

    RFQs, BOMs and customer POs arrive as messy files; reading them into structured data speeds quoting across a wide SKU range and matches a job to a past quote.

    See what we build
  3. 03Marketplace operations

    Component buyers source rubber, plastic and harness parts through B2B platforms; a presence there opens enquiries the plant would not otherwise see.

    See what we build
  4. 04A credible website that wins OEM and buyer trust

    A buyer checks the product range, moulding and assembly capability and certifications online before the first RFQ; a clear catalogue earns it.

    See what we build
  5. 05An up-to-date capability and quality pack

    Capability and quality record shown plainly are what a new customer vets before a trial order on a mid-volume part.

    See what we build
  6. 06Sales follow-up and the distributor desk

    With many open quotes across many customers, a timed, ranked chase on each one is the most predictable new order.

    See what we build
  7. 07A WhatsApp concierge for buyer and dispatch updates

    Customers ask price, availability and dispatch across a wide catalogue on WhatsApp all day.

    See what we build

Aftermarket parts manufacturers

Make and sell replacement parts to distributors, retailers and mechanics rather than to an OEM line; the spine is brand and catalogue presence, a deep SKU range, distributor and retailer demand, and chasing a fragmented trade for orders and payment.

  1. 01Faster, more accurate quoting / revenue operations

    Aftermarket demand comes from a wide, fragmented trade across distributors, retailers and mechanics; one pipeline is what stops a warm reseller enquiry from being forgotten. The signature build.

    See what we build
  2. 02Document and report extraction

    Distributor orders, part-number reference sheets and supplier bills arrive as messy files; reading them into structured data speeds order entry and catalogue matching.

    See what we build
  3. 03Marketplace operations

    The aftermarket lives on visibility; listings on B2B and parts marketplaces are a primary channel for a replacement-parts brand.

    See what we build
  4. 04A credible website that wins OEM and buyer trust

    A mechanic or retailer searches a part number and fitment online before buying; a clear, searchable catalogue is the brand's storefront.

    See what we build
  5. 05An up-to-date capability and quality pack

    In a counterfeit-heavy trade, a watched public record and consistent brand proof are what a buyer trusts before stocking the line.

    See what we build
  6. 06Sales follow-up and the distributor desk

    Distributor reorders and lapsed retailers go unworked; a timed chase off the firm's own order history is direct repeat revenue.

    See what we build
  7. 07A WhatsApp concierge for buyer and dispatch updates

    Dealers and mechanics ask part availability, price and fitment on WhatsApp all day and the order desk answers late.

    See what we build

How an engagement works

From a free call to a system you own.

01

Free: 60-minute call and Blueprint.

A working session on your business, then a clear plan of what we would build and in what order, written down for you to keep. No cost, no obligation.

02

Deep-dive and build.

Go deeper on one area, or have us build the software, app or data layer. Fixed price. A focused build ships in weeks.

03

Run and govern: per need.

We keep it running and watch over it, as much or as little as you want.

Find the one build worth funding first.

A free 60-minute call. No cost, no obligation, just a clear read on what is worth building.