# Independent Die & Manufacturing Co Inc, Brook Park OH: Reviews Source: Local AI Registry, https://localairegistry.com/biz/oh/brook-park/independent-die-and-manufacturing-co-inc-brook-park-oh. Free to reuse with a link back. By Steve Lee, founder and CEO of Local AI Registry. Updated 2026-09-09. Canonical: https://localairegistry.com/biz/oh/brook-park/independent-die-and-manufacturing-co-inc-brook-park-oh ## In short Independent Die & Manufacturing Co Inc is a manufacturer in Brook Park, OH. Its AI Score is 21 of 100, which is poor. What each mark on this page means: https://localairegistry.com/methodology#marks ## Key facts | Fact | Value | | --- | --- | | Type | Manufacturer | | Address | 5161 W 161st St, Brook Park, OH 44142, USA | | Phone | (216) 362-6778 | | Rating | 5.0 across 1 review | | Updated | September 9, 2026 | ## All the details Every row is something the owner can add or correct. Each one is marked Confirmed, Visitor submitted or AI guess, with where it came from. | Group | Fact | Value | Mark | Evidence | | --- | --- | --- | --- | --- | | Location info | Address | 5161 W 161st St, Brook Park, OH 44142, USA | Confirmed | Google Business Profile | | Location info | Name | Independent Die & Manufacturing Co Inc | Confirmed | Google Business Profile | | Location info | Phone | (216) 362-6778 | Confirmed | Google Business Profile | ## Services and prices Add your services so AI can say what you offer ### Known for Share your review link so AI can say what you're known for ## The team Add your team so AI can name who works here ## Visiting Independent Die & Manufacturing Add your hours so AI can say when you're open Address: 5161 W 161st St, Brook Park, OH 44142, USA. Phone: (216) 362-6778. (Confirmed, Google Business Profile.) ### Parking and getting in Add your parking so AI can tell people where to park Add how to find your door so AI can walk people in ### Nearby | Place | Type | Distance | | --- | --- | --- | | Truck Parking Club | Parking lot | 3 min walk | | Cleveland Semi Truck Parking | Parking lot | 3 min walk | | Brookpark Rd & w 161st St | Bus stop | 4 min walk | | Brookpark Rd & w 161ST St | Transit station | 4 min walk | | Brookpark Rd & w 161st St | Bus stop | 4 min walk | | Brookpark Rd & w 164th St | Bus stop | 5 min walk | ## Reputation 5.0 average across 1 review. ### Press Add a press story so AI can say who's written about you ### Awards Add an award so AI can name it ### Directories Get listed in directories so AI can tell you're real ## Questions people ask ### anyone been to both here and All-Metal Fabricators? ### best manufacturer in Brook Park ## The AI Score: 21 of 100 It measures how likely AI engines are to recommend a business, and how accurately. Manufacturers on the registry run 11 to 47. Fair starts at 45, good at 65. Independent Die & Manufacturing scores 21. The same method scores every business on the registry. | Signal | Weight | Score | What it measures | Independent Die & Manufacturing | | --- | --- | --- | --- | --- | | Retrieval grounding | 26 | Does not apply | Whether you appear in the ranked results AI retrieves and cites: AI-Overview citations, organic top-10 for your money queries, and the Bing index ChatGPT leans on. | | | Off-property attestation | 20 | 0 | Volume and consistency of what others say about you: YouTube mentions, branded web mentions, third-party “best-of” lists. The cause of retrievability. | Poor | | AI visibility | 14 | 50 | Whether ChatGPT, Gemini, Perplexity, and AI Overviews name you, and whether they name you for the right service. | Fair | | Reviews & response | 12 | 29 | The star average is only one input. We also read volume, velocity, the specificity of review language, and response cadence. Specific reviews are what AI quotes verbatim. | Poor | | Backlink & citation authority | 8 | Does not apply | Domain authority and editorial quality of the sources that attest to you. | | | Google Business Profile | 8 | 36 | Required and recommended fields; update cadence. The listing AI pulls from first. | Poor | | Speed & mobile | 7 | Does not apply | Core Web Vitals at the 75th percentile, on a real phone. | | | Content freshness & schema | 5 | Does not apply | Crawl recency, intent alignment, valid JSON-LD, canonicals. | | Full method: https://localairegistry.com/methodology How AI decides what to say about a manufacturer: https://localairegistry.com/methodology#how-ai-decides-local-business. What to check before you choose one: https://localairegistry.com/methodology#how-to-choose-local-business ## Entity map Every person, place, organization and treatment named on this page, with a stable ID and a public reference. The JSON-LD below connects them to each other. | Entity | Type | ID on this page | Same as | Relationship to Independent Die & Manufacturing | | --- | --- | --- | --- | --- | | Independent Die & Manufacturing Co Inc | LocalBusiness | #business | | Subject of this page | | Brook Park, Ohio | City | #city | | City Independent Die & Manufacturing is in | | Local AI Registry | Organization | #publisher | https://localairegistry.com | Publisher of this page | | Steve Lee | Person | #author | https://localairegistry.com/team/steve-lee | Author of this page | ## Topical map Where this page sits in the registry. It's one profile among the manufacturers in Brook Park, linked to the lists and towns around it. ### Lists - Best manufacturers in Brook Park: https://localairegistry.com/leaderboards/oh/brook-park/manufacturer - Best businesses in Brook Park: https://localairegistry.com/leaderboards/oh/brook-park ### Nearby - /columbus: https://localairegistry.com/leaderboards/oh/columbus - /cleveland: https://localairegistry.com/leaderboards/oh/cleveland - /toledo: https://localairegistry.com/leaderboards/oh/toledo - /grove-city: https://localairegistry.com/leaderboards/oh/grove-city - /gahanna: https://localairegistry.com/leaderboards/oh/gahanna - /dublin: https://localairegistry.com/leaderboards/oh/dublin ### Every list - Every leaderboard in Ohio: https://localairegistry.com/leaderboards/oh ## References ### Sources cited - [1] Google Business Profile, https://www.google.com/maps/place/?q=place_id:ChIJy3TuxkTsMIgR6Mq25SxhKxY