Grep · sample report

Company Research Brief — You get a sourced brief on one company: what it does, priorities, news, signals, strengths, risks, key people and an angle for your purpose.

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Company Research Brief

Company and website: Acme Robotics, acmerobotics.com

Your purpose or lens: Preparing a QBR with them as our customer

Your company or offer (optional): We sell warehouse analytics software to mid-size 3PLs and retailers

Acme Robotics (acmerobotics.com) - QBR Brief: Entity Not Verifiable, Do Not Rely Until Confirmed

1. Bottom line

I could not confirm that any public "Acme Robotics" is your warehouse-analytics customer, so this brief cannot support a QBR on results or expansion yet. The domain you gave, acmerobotics.com, returned an empty page on every attempt (fetch of acmerobotics.com, fetch of www.acmerobotics.com), so I could not use it to pick the right entity. The two public "Acme Robotics" entities I found do not look like warehouse-software buyers: a high-school FTC team and an early-stage Palo Alto robotics startup that publishes almost nothing. Before the QBR, confirm the legal entity from your own contract and CRM; Section 12 gives an agenda built from your side of the relationship, not from public data.

Interpretation notes. Mode: Customer review. Your offer: warehouse analytics software for mid-size 3PLs and retailers. I chose no entity as "the" match, because the website did not load. Treat everything below as candidate identification, not a customer profile.

2. Overview and business model

Candidate A, the FTC team: ACME Robotics is FIRST Tech Challenge Team #8367 from Grass Valley, CA. Its GitHub organization lists Grass Valley, California, and 53 followers, with open-source tools such as the road-runner motion-planning library and ftc-dashboard. It is a student team, not a commercial buyer. Its site carries a donation appeal and a sponsors page I did not open. Note that its main site is goacmerobotics.com, not acmerobotics.com.

Candidate B, the startup: a page titled "Acme Robotics, Inc." says only Palo Alto, California, "For the work that takes a skilled hand", with a team drawn from Stanford, Google DeepMind, Meta, Amazon, Apple and Stanley Black & Decker. The contact address is on acmerobotics.co, a third domain. The page gives no product, customer, pricing or funding information. The logos describe team backgrounds, not customers.

Other same-name entities surfaced in search and were not examined: a UK company and a Glendale, CA LLC appeared in search results (unverified; I did not open either record).

3. Size and funding or financials

Metric Value Date Source
Candidate A: GitHub followers 53 Oct 2026 (page read) GitHub
Candidate A: public repositories 39 Oct 2026 GitHub
Candidate B: revenue, funding, headcount Not found in public sources n/a acmerobotics.work

No SEC, registry or funding-database record was verified for either candidate.

4. Products and pricing

Candidate A publishes free open-source software; road-runner is a wheeled mobile robot motion-planning library for FTC. Candidate B: products and pricing not found in public sources.

5. Customers and named logos

No customer logos found for either candidate. The logos on acmerobotics.work are employer backgrounds of the team, not customers (source). Whether your company appears as their vendor is something only your records can show.

6. Recent news (last 12 months)

Date Event Source
6 Nov 2025 FTC team announced a new home at a school-of-the-arts site after 13 years at its old site (the post and the recap give slightly different school names) ACME Robotics blog
1 May 2026 FTC team's season recap: four competitions, no finals selection or awards, lost two members Season recap
2026 Candidate B: no news found n/a

Warning for anyone browsing goacmerobotics.com: its recent posts include unrelated Spanish-language online-gambling articles dated April to September 2026. That pattern commonly signals a compromised or monetized site (inference). Do not treat that site as an authoritative company source.

7. Priorities in leaders' own words

No leadership quotes found in public sources for either candidate. The only first-person statement found is the FTC team's own wish to go to the FTC Worlds this season.

8. Hiring, tech-stack and partnership signals

9. Strengths

Candidate A has a widely used open-source tool set; the road-runner-quickstart repository lists 1,735 forks. Candidate B lists a team with large-company robotics backgrounds (source), which is a claim, not verified.

10. Risks and red flags

11. Key people

Name Role Since Source
Liam McKenna Author of FTC team's 2025/26 recap (departing member) Not stated Recap

Candidate B: no named leaders found in public sources.

12. Angle for your purpose (customer review)

Public data gives no results, leadership-change or expansion signals for your account. Use your internal data. Suggested agenda (generic, unpersonalized to any offer details beyond "warehouse analytics for mid-size 3PLs and retailers"):

  1. Confirm the account: legal entity, sites, users and the sponsor who bought.
  2. Results: usage of the product, the metrics they track (for example order cycle time, dock-to-stock, labor productivity) and the change since last quarter, from your own telemetry.
  3. Risks: champion turnover, low active users, open support issues, renewal date.
  4. Expansion: new sites, new data sources or modules, new warehouse systems.
  5. Questions to ask them: What decisions did our dashboards change? Which warehouse is the pilot for the next quarter? Who else needs access? What would make you renew early?

If the customer is in fact the Palo Alto startup, ask whether it runs a physical warehouse or pilot site at all (inference: unusual for an early-stage robotics firm).

13. Gaps and caveats

Sources