Manufacturing / Case Note
From a reply to work the manufacturer can accept
An anonymous metalworking case: how quotation requests exposed a capability mismatch, and how verified manufacturing facts inform outreach.
An AI sales teammate for manufacturers.

CosmoCrew / AI SALES AGENT
While your team focuses on other work, your AI sales teammate monitors changes in public company information, finds prospects, sends outreach and prepares reply drafts.
Autonomous Sales
No per-message approval is required. During setup, review and revise sample messages by scenario. Prospect lists and exclusions can also be checked in advance when needed.
companies reached
companies requested quotes
quote requests
Measured Result
Records from email and web-form outreach for one manufacturer, from July 24 to October 25, 2026. Eight companies sent 34 quote requests in total. Quote requests are classified from the reply content and are not orders. The number of registered new customers is not confirmed. Results vary with the offer, audience and timing.
When no scheduling link is provided, meeting coordination is handled by the customer.
Our Commitment
Material, process, equipment, quantity and delivery date. Manufacturing decisions depend on how these conditions fit together.
We examine what the team checks and how it decides, then reflect that knowledge in prospect selection, quotation procedures and software. We define the tasks AI handles and the decisions people review.
Our vision, mission and valuesCustomer Voices
We attended three trade shows a year, spending more than ¥1 million each time and collecting over 500 business cards, but they did not lead to orders. With MAILGORI, at about one-tenth of the cost, 600 contacts produced close to ten quotation requests or expressions of interest.
More than 1,000 contact-form approaches produced no meetings, and 500 calls did not lead to a single order. With MAILGORI, we won two orders in the first month.
Individual customer experiences. Results vary with the offering, audience and operating conditions.
Selected Work
Replies and downstream outcomes from CosmoCrew sales support, presented by industry.
Manufacturing / Case Note
An anonymous metalworking case: how quotation requests exposed a capability mismatch, and how verified manufacturing facts inform outreach.
Highest weekly reply rate recorded for each industry in 2026. Reply rate = qualified replies ÷ delivered emails.
Outcomes from our support
Outcomes from our support
Outcomes from our support
Downstream outcomes are shown separately from weekly reply counts. Outcome reporting periods are not shown here. These figures do not represent a typical week or same-period conversion rate. Results depend on the offering, audience and timing.
CosmoCrew
Cosmo, a company-dedicated AI agent, works through skills. It starts with new-customer outreach and extends to quotations and trade shows.
Five skills — list building, company analysis, email and web-form outreach, and news monitoring — move new-customer outreach forward.
A skill in development that drafts quotations from your past quotations and your team's judgement.
Skills in preparation that turn trade-show conversations and business cards into automatic notes and follow-up.
Insights
Operating data, comparisons, and project guidance from our work in Japan.

Choose one workflow, define its evidence and completion criteria, and set authority limits. Evaluate preparation, total workload, costs and pilot tests before expanding automation.
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Connect a verified product fact with approved manufacturing capabilities and one relevant offer. A fictional equipment-maker example shows how to preserve the difference between evidence and assumed demand.
Read article
A usable list needs more than names and addresses. Define required fields, separate facts from hypotheses, identify entities and sites, and manage readiness, updates and exclusions.
Read articleContact
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