REST API · Automation integrator

Automation integrator → machine builders in Germany: what one real Prosp run returned

Run date
Job duration
4 s
Results came from
Prosp knowledge base
Delivered
8 of 8 requested
Rejected candidates
19
Discarded after target
83

TL;DR

  • Delivered 8 of 8 in 4 s, entirely from Prosp's knowledge base. That is not search speed; fresh runs in this series took 9.5 to 14 minutes.
  • Registry-verified: 0 of 8. Two rows carried a Handelsregister id, and both belong to a different company from the one on the website.
  • Went wrong: the two wrong register ids, and two of the eight sell automation themselves rather than build machines.
  • 4 of these 8 companies had already been delivered to the same account by earlier runs.

The scenario

An automation integrator wants mid-sized German machine builders, including special-purpose machinery makers, that could hire it to automate their machines. The buyer is a profile we set up to test this market, not a customer. The run is real, and every company on this page came back from it.

Buyer
An engineering firm that integrates control and automation systems into industrial machinery. An illustrative profile, not a named customer.
Target
Medium and large German machine builders and special-purpose machinery manufacturers (Maschinenbau, Sondermaschinenbau).

The exact request

Sent to the REST API as POST /api/v1/discoveries:

curl -X POST 'https://api.prosp.cc/api/v1/discoveries' \
  -H "Authorization: Bearer $TOKEN" \
  -H 'Content-Type: application/json' \
  -H "X-Idempotency-Key: $(uuidgen)" \
  -d '{
  "query": "Find mid-sized German machine builders and special-purpose machinery manufacturers that could use an automation integrator",
  "industries": [
    "manufacturing"
  ],
  "locations": [
    "Germany"
  ],
  "company_sizes": [
    "medium",
    "large"
  ],
  "keywords": [
    "Maschinenbau",
    "Sondermaschinenbau",
    "machine builder"
  ],
  "maxResults": 8
}'

How this run was actually started: through Prosp's internal job endpoint, with exactly these criteria and a target of 8 companies, under an internal exploration account whose results never reach a CRM. That path does not charge credits. Through the public API the same body is sent as POST /api/v1/discoveries, which debits 100 credits; you then poll GET /api/v1/discoveries/{jobId} and read GET /api/v1/discoveries/{jobId}/prospects.

What came back

The 8 delivered companies, company-level fields as stored for the run. A dash means the field was empty.
namedomaincitycountryindustrybusiness_modelcompany_sizeemployee_countemployee_count_sourceregistry_source
Automatisierungstechnik Berger GmbHberger-automatisierung.deStuttgartGermanymanufacturingservice_providerMEDIUM75unverified_estimate—
Boschert GmbHboschert.deLörrachGermanymanufacturingmanufacturerMEDIUM75unverified_estimate—
MKW GmbH Digital Automationmkw.gmbh—Germanymanufacturingmanufacturer————
Konrad Seidler Maschinenbaukonrad-seidler.deNeussGermanymanufacturingmanufacturer————
KLEIN Maschinenbau GmbHklein-maschinenbau.deStuttgartGermanymanufacturingmanufacturerMEDIUM92unverified_estimate—
Broetje Automationbroetje-automation.deRastedeGermanymanufacturingservice_provider————
PFM Germanypfmgermany.de—Germanymanufacturingmanufacturer———HRB
Pfaff-Industrialpfaff-industrial.comKaiserslauternGermanymanufacturingmanufacturerMEDIUM180unverified_estimateHRA

Checking the registry ids

Delivered rows checked against the public register on 2026-10-03
domainregisterid deliveredresultwhat we compared
pfmgermany.de Company Impressum (Handelsregister not queried) HRB 13851 Amtsgericht Saarbrücken mismatch The Impressum names PFM Verpackungsmaschinen GmbH in Hollenstedt (Lower Saxony) and gives no register number. Hollenstedt is not in the Saarbrücken court district. The name match behind this id scored 0.555 against a 0.55 threshold.
pfaff-industrial.com Company Impressum (Handelsregister not queried) HRA 710625 Amtsgericht Ulm mismatch The Impressum gives HRB 31763 at Amtsgericht Kaiserslautern. The delivered id is a different court and a partnership register: a namesake, Hermann Pfaff GmbH & Co. KG, whose name also appears in the delivered description.

Why candidates were rejected

Rejection histogram, 19 candidates in total
ReasonCountShare
content_thin3 3
country_not_in_target3 3
directory_aggregator2 2
enterprise_too_large2 2
industry_contradiction2 2
content_article1 1
industry_hard_floor:financial_services1 1
industry_hard_floor:off_taxonomy1 1
industry_not_in_target_precrawl1 1
industry_penalized:manufacturing1 1
non_commercial_precrawl1 1
phantom_company1 1

Not counted above: 83 more candidates were still being processed when the target was reached. They were discarded without being evaluated (terminal_job_discarded), so they say nothing about quality either way.

What went wrong

How to read this run

All eight companies came from Prosp's knowledge base, so the job ended within seconds and the live search it started in parallel never got to deliver: 83 of its candidates were still in flight and were discarded without being evaluated. Only 19 candidates were actually rejected.

The closest fits for an automation integrator are the companies that build machines and would buy automation for them: Boschert (CNC sheet-metal machinery), Konrad Seidler Maschinenbau (vertical turning lathes and machine retrofits), KLEIN Maschinenbau (tape-processing and special machines), PFM Germany (packaging machinery) and Pfaff-Industrial (industrial sewing, welding and joining systems). That is five of eight, and the two with the most to check before outreach are the two whose register ids are wrong.

What this market can and can't verify

Cost and time

How to reproduce this run

Your run may be served from the knowledge base too, or may need a fresh search if the knowledge base holds fewer matches by the time you run it.

Run your own

Describe the companies you want to reach and get the same output: the companies, the rejection histogram and the registry ids to check them against.

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