Industrial AI visibility audit
A controlled 50-query test across supplier discovery, process fit, quality, applications and sourcing risk—mapped against named competitors and cited sources.
Benchmark workbook, gap map, 90-day priority plan↗
Managed GEO operations
Turn manufacturing proof into buyer discovery.
We operate the full program for OEM and ODM companies: define the commercial target, diagnose the public footprint, capture factory evidence, produce and place expert-reviewed content, then use each review cycle to improve the next.
50controlled buyer queries at baseline
6connected stages from scope to review
90days in the reference launch cycle
Three connected workstreams
Diagnosis without execution stalls. Content without evidence drifts.
Our model connects what buyers ask, what AI systems can retrieve, what your factory can prove and what sales needs to qualify. The work is run for you, with factual approval staying inside your team.
Entity & technical architecture
We restructure crawl paths, capability relationships, internal links, schema and page roles so your public evidence forms a coherent manufacturer entity.
Entity map, information architecture, technical backlog↗
Evidence-led content program
Subject-matter interviews become capability briefs, engineering answers, application pages, comparison tools and original research—not generic blog volume.
Editorial system, expert review, publishing and retesting↗
Reference launch cycle
The first 90 days move from scope to a working growth loop.
The cadence adjusts to source readiness, technical complexity and market scope. Progress is defined by assets and decisions delivered—not by account setup.
Scope & diagnose
Align the priority offer, market and buyer; benchmark the query set and identify website, evidence and conversion constraints.
Model the knowledge
Create the approved fact boundary, evidence library, entity relationships and first buyer-question production map.
Produce & place
Research, draft, review and release decision-useful assets while logging where each approved version is published.
Review & expand
Assess implementation, source coverage, query movement and commercial signals; set the next evidence and distribution priorities.
Delivery infrastructure
Every source, draft, decision and destination stays connected.
The operating layer makes delivery consistent and inspectable. It supports the specialists doing the work; it is not a self-service product handed to your employees.
Mixed-source intake
Public pages, specifications, certificates, PDFs, documents, decks, spreadsheets and approved images enter one project boundary.
Evidence retrieval
Source material is organized into reusable facts with provenance, ownership and clear limits on what may be published.
Production control
Briefs, source packs, expert input, candidate drafts, revision notes and approvals follow a visible task state.
Quality gate
Each asset is reviewed for factual support, buyer fit, industrial depth, extractability, relevance, structure, language and originality.
Reusable delivery
Final assets remain available for website publishing, internal review, sales enablement and approved external channels.
Release ledger
Published destinations, version status, implementation issues and next-cycle actions remain traceable across the engagement.
What the managed operation covers
| Workstream | Questions answered | Concrete output |
|---|---|---|
| Business focus | Which offer, buyer, program type and market deserve the first cycle? | Goal brief, scope boundary and success signals |
| Baseline | Where does the brand appear today, and what blocks discovery or trust? | Controlled benchmark, website diagnosis and priority backlog |
| Knowledge | What can the company prove publicly without exposing confidential IP? | Approved fact boundary, evidence library and capability relationships |
| Production | Which buyer decisions deserve a page, comparison, answer or research asset? | Briefs, expert capture, drafting, eight-part review and final assets |
| Placement | Where should each approved asset live and how should it connect? | Publishing plan, internal links, channel record and version archive |
| Improvement | What changed, what remains missing and what should be built next? | Query retests, issue review, commercial signals and next-cycle plan |
Operator-led, with a visible workflow
Our specialists own the operating burden: query research, source organization, briefing, drafting, quality control, visual planning, publishing coordination and review. A shared workflow layer records source ownership, task state, approved versions and distribution history, so the program is inspectable without asking your employees to become GEO operators.
Your leadership team stays focused on three decisions: whether the commercial priority is still right, whether the technical facts are accurate, and whether the agreed assets and improvements are moving forward.
Designed for technically complex sales
OEM and ODM buyers rarely search with one tidy category phrase. Their questions mix tolerances, materials, standards, annual volumes, tooling ownership, change control, testing, geography and supply risk. That is why our content plans follow sourcing decisions rather than a generic “blog keyword” calendar.
What we do not promise
We do not guarantee an AI-generated recommendation, publish fabricated factory expertise, create doorway pages or report simulated visibility as a real result. Platform outputs are variable; the work is to improve verifiable inputs and observe them consistently.
SEO and GEO stay connected
The managed program does not replace search fundamentals with an AI-only layer. Read SEO vs GEO for manufacturers for the shared foundation, distinct measurements and practical investment sequence.
Engagement fit
A managed GEO program needs a commercial wedge and an evidence owner.
Fit is assessed before scope. That protects both teams from starting a content program without the facts, access or business focus needed to make it useful.
Defined growth priority
You can name one capability, target market and type of RFQ the first cycle should influence.
Expert access
Engineering, quality or sales owners can supply source material and approve public technical claims.
No publishable evidence
If every useful fact must remain confidential, a public evidence program cannot represent the capability honestly.
Guaranteed ranking required
No operator controls independent AI answers. The engagement improves inputs and measures observable outcomes.
Commercial scope: the benchmark, first 90-day launch cycle and ongoing operation are scoped separately after a public-site and evidence-readiness review. Verified pricing has not been supplied for this build, so no unapproved fee is published.
Find the first constraint
Measure before you manufacture content.
Not sure whether the foundation is ready? Start with the free assessment. Ready to test the market? Request the benchmark.