Manycore Tech Visit: Spatial Intelligence and the Spatial Large Model

A Manycore Tech visit puts a delegation inside a company that treats physical space itself as a data problem. Listed on the Hong Kong Stock Exchange and headquartered in Hangzhou, Manycore has spent more than ten years digitalising space, and it states its ambition in one line: let every space become a computable world. It runs an unusual full-chain flywheel — spatial editing tools, then spatial data, then a spatial large model — and sells the output through Kujiale, Coohom, SpatialVerse and the Aholo spatial-intelligence open platform into home furnishing, industrial, cultural tourism and new retail. For a team studying spatial intelligence, digital twins or three-dimensional content pipelines, this is one of the more consequential stops in eastern China.

Key takeaways

The programme runs at Manycore's Hangzhou headquarters, where the company's demonstration hall carries the visit. It is built as a half day: arrival and registration, a guided walk through the hall, a technical session, a case review and an executive roundtable held behind closed doors. The exact sequence is confirmed with the host when the date is set, because the speakers who make the session worth attending keep full calendars.

The company's position is the first reason to go. Manycore is listed on the Hong Kong Stock Exchange and has worked on spatial digitalisation for more than ten years, which places it among the longer-running players in a field many software companies entered recently. A delegation trying to separate durable capability from recent enthusiasm gets a useful reference point here.

The second reason is the flywheel. Manycore describes its own architecture as a full chain — spatial editing tools generate spatial data, that data trains a spatial large model, and the model in turn makes the tools better. Each stage is meant to strengthen the next, and the commercial argument is that the data layer, rather than the application layer, is where the defensibility sits.

The third is the product spread. Kujiale and Coohom serve design and decoration workflows at home and abroad; SpatialVerse works on three-dimensional space and simulation; the Aholo open platform exposes spatial intelligence to outside developers. Together they reach home furnishing, industrial, cultural-tourism and new-retail customers, which is a wider footprint than a single-vertical design tool would suggest.

The session is where the visit earns its time. The themes that work best are the economics of a spatial data pipeline, how cloud rendering changes the cost of serving three-dimensional content, where a spatial large model genuinely outperforms conventional computer graphics, and what a digital twin has to prove before an industrial customer will pay for it. We arrange the programme end to end, including site scheduling and English interpretation on the day.

Key visit details

Where the visit is held

Location — Manycore's headquarters in Hangzhou, the city where the company has built its spatial digitalisation business over more than ten years. The programme is centred on the company's demonstration hall, which is where the three-dimensional design, digital twin and AI content-generation exhibits described below are shown. Specific rooms, and whether any working area can be entered, are confirmed with the host during planning.

Getting there — Hangzhou sits roughly an hour by high-speed rail from Shanghai and has its own international airport, so the visit folds naturally into a Yangtze River Delta itinerary. Within the city the headquarters is reached by road, and we build the transfer into the day rather than leaving the delegation to arrange it. Where the schedule includes a second company, the order of stops is planned around traffic rather than around the map.

Format and duration

Duration — a half day is the realistic shape for the full module: arrival and registration, the guided walk through the demonstration hall, a seated technical session, a case review and the executive roundtable. A shorter hall-only visit is possible when a delegation is passing through, and it is a materially thinner experience. We set the length with you before approaching the host.

Format — a guided walk through the demonstration hall, followed by a seated technical session with a company speaker and then a case-review discussion. The closing element is a roundtable with company executives and industry specialists held behind closed doors, which is the part of the day that needs the most advance planning on the host side. Session themes are chosen in advance from the list under Main themes.

Who the programme suits

Best suited to — software and platform teams working on three-dimensional content, design or simulation tools; manufacturing and industrial groups building digital twins; home-furnishing, decoration and retail operators with design or visualisation in the customer journey; and investors or analysts covering enterprise software, graphics and spatial computing.

Main themes — how a spatial data pipeline is costed and where the margin sits; what cloud rendering changes about serving three-dimensional content at scale; where a spatial large model beats conventional graphics pipelines and where it does not; what a digital twin must demonstrate before an industrial buyer commits; and how a design tool converts into an open platform for third-party developers.

Booking, group size and site rules

Booking — we approach the host with your dates, your delegation profile and the themes you want covered, and confirm the programme once the speaker's availability is known. Lead time matters more than usual here because the executive roundtable depends on senior people being in the building, so earlier is always better than later.

Visiting requirements — visitor names are submitted ahead of the visit so that access can be arranged. Photography and recording inside parts of the demonstration hall are restricted, and whether any working area can be entered is confirmed with the host during planning rather than assumed on the day. Group size is set around the room the host makes available.

Why a Manycore visit is worth a delegation's day

The first answer is where value sits in a spatial stack. Most companies in this field sell an application: a design tool, a rendering service, a viewer. Manycore's stated architecture puts the model and the data underneath the applications and treats the tools as the mechanism that keeps producing both. For a delegation deciding where to invest or build, that is the difference between buying a product and owning a position, and it is worth hearing argued by the company itself.

The second answer is the digital twin, treated as an operating question rather than a demonstration. A twin is only useful if somebody acts on what it shows, and the exhibits in the hall are arranged to make that chain visible — the model, the data feeding it, the rendering that makes it legible, and the decision it is meant to support. Teams building twins for factories, warehouses or retail spaces usually leave with a sharper sense of what they have not yet specified.

The third answer is the export angle. Coohom carries the company's design workflow into overseas markets, which makes Manycore an unusual case: an enterprise software business selling a three-dimensional design product abroad rather than a consumer app. For a visiting team, the interesting question is how much of the product is localised, how much is the underlying spatial model, and which part of that is genuinely transferable across markets.

Inside the Manycore demonstration hall

The programme is built around the demonstration hall, and the hall is organised to show a working pipeline rather than a product catalogue. Five moments carry the visit, and a delegation that knows which of them it came for will get more from the half day.

Real-time three-dimensional space design

The first stop is design in three dimensions. Rather than presenting a finished rendering, the walk-through shows a space being built and changed as you watch — walls, materials, lighting and furniture moved inside a model that stays consistent as it changes. For teams whose customers judge a product visually, the point is the distance between a design decision and its consequence, and how short that distance becomes when the model is the working document rather than an illustration of one.

The digital twin factory

The second stop is the digital twin applied to a production environment. The exhibit presents a factory as a modelled, instrumented space rather than a floor plan, with equipment, flow and layout represented in the same three-dimensional system used for design. Delegations from manufacturing tend to spend their time here, because the questions that matter are operational: what the twin is fed, who reads it, what happens when it disagrees with the physical line, and who owns the model after the integrator leaves.

AI content generation

The third stop is generated content. The hall shows three-dimensional assets and interior scenes being produced with AI assistance rather than modelled by hand, which is the part of the pipeline most directly connected to the company's spatial large model. The useful question for a visiting team is not whether the output looks good but where a person is still required, and what that division of labour does to cost and headcount when content has to be produced at volume.

Technology traceability: the spatial large model and cloud rendering

The fourth element is the technical session, which traces the company's stack from the editing tools through the accumulated spatial data to the in-house spatial large model, with cloud rendering as the delivery layer. This is where a delegation should press hardest. The claims worth testing are how much of the model's advantage comes from proprietary data, how rendering cost behaves as usage scales, and which parts of the pipeline a well-funded competitor could reproduce.

The case review and the executive roundtable

The visit closes with two discussion formats. A case review works through what the company has delivered in home furnishing, industrial, cultural-tourism and new-retail settings, including its own reported outcomes of cost reductions above 30 per cent and efficiency gains above 50 per cent — figures the company presents as its own case results, which we pass on as claims to be examined rather than independently verified facts. An executive roundtable then opens the floor to the delegation's own questions.

From design tool to spatial model

The most transferable idea on the visit is that Manycore rebuilt itself from a tool company into a data and model company without abandoning the tool. Kujiale and Coohom keep generating spatial data, and the spatial large model consumes it; the applications remain the commercial surface while the model becomes the asset. The sequence matters, because it explains why the company can describe its own moat in technical terms rather than in market-share terms.

For a delegation, the practical reading is a question about its own business. If your company runs a widely used tool or workflow, what data does it produce, is that data retained in a usable form, and could it train something that outlives the tool? Most organisations discover that their usage data is collected for operations and never shaped for modelling, which is a design decision rather than a natural outcome, and it is reversible.

The caution sits alongside it. A stack of this kind is expensive, and it only pays if the data is distinctive and the model reaches a quality threshold customers will pay for. The company's own reported case outcomes — cost reductions above 30 per cent and efficiency gains above 50 per cent, presented as its own case results — are the sort of numbers a visiting team should ask to see the method behind rather than simply record.

What different teams take away

For software and platform teams — how a three-dimensional design tool is architected when the model rather than the interface is treated as the long-lived asset, and what that implies for the way usage data is captured and stored from the first day of a product's life.

For manufacturing and industrial groups — what a digital twin has to include before an operations team will actually use it, and the organisational questions of ownership and maintenance that arrive once an external integrator has handed the model over.

For home-furnishing, decoration and retail operators — how real-time three-dimensional design compresses the distance between what a customer sees and what eventually gets built, and where AI-generated content changes the cost of producing visual material at volume.

For technology and research functions — where the boundary between a spatial large model and a conventional graphics pipeline actually falls, and the honest version of where generative methods still need a person in the loop before output can be shipped.

For strategists and investors — an enterprise software company selling a three-dimensional design product into overseas markets through Coohom, which is a different export story from the consumer and hardware cases that dominate most China narratives. The same site should produce a different debrief for each of these groups, and deciding which one your delegation is counts for more than anything else in the planning.

Sample visit programme

That is the default order rather than a fixed timetable. The hall walk and the technical session can be reweighted, the case review can be narrowed to your sector, and the executive roundtable is the element that decides the date, because it depends on senior people being available in the building. The exact start and finish times are set with the host during planning rather than published in advance.

Let every space become a computable world. Manycore states this as its vision, and the sentence explains the shape of the business — the spatial editing tools, the spatial data they generate and the spatial large model trained on it all serve one claim, that physical space can be represented and worked on as data.

Where a Manycore visit can be arranged

Manycore is headquartered in Hangzhou, and that is where the programme described above runs by default. It fits naturally inside a Hangzhou tech tour, which is how we usually place it: the city's mix of platform businesses, enterprise software and hardware gives a delegation several industries within a short drive, and Manycore is the spatial-intelligence and digital-twin stop on that route.

Most delegations pair it with one or two other stops on the same route. An Alibaba company visit is the natural commercial contrast — one company organising commerce and cloud infrastructure at national scale, the other building a technical layer for physical space. Where the team's interest is hardware and machine vision rather than software, a Hikvision global HQ visit puts sensors and video intelligence alongside the spatial model, and we plan the days as a single route rather than as separate bookings.

Practical notes for the day

Build in travel time. Hangzhou is close to Shanghai by high-speed rail, but the city itself is spread out and the transfer to the headquarters is part of the programme rather than something to squeeze around it. If the day includes a second company, the order of stops should be planned around traffic rather than around the map.

Bring the right people. A visit built on a spatial data pipeline and a digital twin rewards a delegation that includes the technical owner of the model as well as commercial leads. Where the interest is design or retail content, whoever owns the customer-facing visual workflow should be in the room.

Send the questions in advance. The technical session and the roundtable are the parts most sensitive to preparation. Concrete questions — how spatial data is stored and licensed, what rendering costs behave like at scale, where the model still needs a person, what a twin must prove to an industrial buyer — produce a materially better conversation than a request for a company overview.

Respect the site rules, and plan for interpreting. Visitor names go in ahead of the visit and photography inside parts of the demonstration hall is restricted, so assume nothing about working areas until the host confirms it. The vocabulary of spatial intelligence, rendering and digital twins does not translate cleanly, so professional English interpretation is part of how we run the programme rather than an optional extra.

What previous delegations asked us to change

Three adjustments come up repeatedly when we review a programme with the groups that have just finished it. All three are worth deciding before you book rather than after you arrive.

Less catalogue, more pipeline. Delegations consistently say the part of the hall that mattered was seeing the tools, the data and the model presented as one chain, and they ask for the technical session to be longer than the walk. Where the timetable allows, we extend the seated session and compress the display.

Add a sector-specific block. Teams with a particular vertical — industrial twins, retail visualisation, cultural-tourism projects — ask to spend part of the day on how the pipeline works in that setting rather than across all of them. That is possible, and it has to be requested in advance, because it changes who needs to be in the room on the host side.

Split the delegation. The technical half and the commercial half of a group want different things from the same half day. Where the delegation is large enough, we split it for part of the session — engineering and research to the model and rendering material, commercial and strategy to the market and case material — and bring it back together for the roundtable.

Questions before a Manycore visit

Where is the visit held? At Manycore's headquarters in Hangzhou, where the company's demonstration hall is located. The walk-through, the technical session and the executive roundtable all run on the headquarters site.

What does the demonstration hall actually show? Real-time three-dimensional space design, a digital twin applied to a factory environment, and AI-assisted content generation, presented as one pipeline rather than as separate products.

Will we see the spatial large model? The model is explained in the technical session, including how it relates to the editing tools and to the spatial data the company has accumulated. Whether any internal system can be shown directly is confirmed with the host in advance.

Is this visit only relevant to design companies? No. The pipeline reaches home furnishing, industrial, cultural-tourism and new-retail customers, and delegations from manufacturing and platform businesses get as much from it as design teams do.

Can the session be tailored to our sector? Yes. Sessions are usually built around the data pipeline and its economics, cloud rendering at scale, or digital twins in an industrial setting, and the theme is confirmed before the visit takes place.

Is a factory tour included? The digital twin factory is a modelled exhibit inside the demonstration hall rather than a working production line. If seeing a live line matters to your team, tell us when we plan the visit and we will ask what the host can arrange.

What is the group size? Group size is set around the room the host makes available, so we confirm the workable number with you before the programme is fixed. The roundtable format is the part most sensitive to it.

How far in advance should we book? It depends on the host's calendar, and the executive roundtable is the binding constraint because it needs senior people in the building on the day. Earlier is always better, and we will tell you honestly what is achievable for your dates.

Is English interpretation provided? Yes. English interpretation on site is part of how we run the programme, and it matters most in the technical session, where the terminology carries the meaning.

Can we combine it with other companies in Hangzhou? Yes, and most delegations do. Hangzhou works well as a one-city programme, so we usually plan the whole day rather than a single stop.

Arranging your Manycore visit

We arrange the visit for you end to end: the introduction to the host, the scheduling on the Chinese side, the session theme, visitor registration, the roundtable format and English interpretation on the day. Tell us your dates, your delegation size and what your team is trying to find out about spatial intelligence, and we will shape the half day around it. Start at chinatechvisits.com/company-visits.