Quantified material intelligence
MoleQuant is an AI materials platform for GCC industry. We turn a formulation challenge into a physics-validated formula in ten days, then keep the raw materials behind it flowing. Built in Doha. QCS mapped.
The journey
Two halves of one loop. We discover and validate the formulation, then source and replenish the raw materials it depends on — and what the plant consumes refines the next formulation.
Example sprint result
Figures describe MoleQuant engagements and industry averages cited on How it works. Results vary by challenge.
Built for Qatar and the GCC
MoleQuant is the materials platform built from the start for the GCC, not adapted to it. We run both halves of the industrial materials problem: discovering and validating the formulation, and supplying the raw materials it depends on. Our workflows follow QCS standards, our interfaces are Arabic and English, and client data stays in the region.
A national development bank stands behind MoleQuant and its mission for Qatari industry.
One client spent eleven months and fifteen failed experiments on a proppant formulation. MoleQuant generated 847 candidates and delivered a validated shortlist in four hours.
Every result is mapped to Qatar Construction Specifications where relevant.
Client data is held in the GCC under Qatar's data protection law.
Full Arabic and English, including right-to-left layouts.
Each client's data and results are isolated from every other client.
Orders, receipts, registers and test records form one trail.
Sunday to Thursday working week, Hijri dates and local units.
Chemical Formula
You bring a chemical formula and the problem it has to solve. You get back a formulation that has already survived physics validation, with the synthesis route, compliance mapping and documentation to produce it, in ten days rather than eighteen months.
The problem
Industrial formulation still runs on trial and error. Across the sector, an average R&D cycle takes around eighteen months, a large share of experiments fail before a viable candidate emerges, and each failed attempt consumes lab time, materials and budget.
You bring
You get
ROI calculator
How a sprint runs
You set the properties, conditions and QCS parameters in the client portal.
Hundreds of candidates are ranked and scored inside MoleQuant's secure platform.
Every candidate is filtered through the Trust Engine by physical laws, manufacturing constraints and compliance checks.
The full document suite is delivered.
One platform
Discovering the right material and having it on site are not separate concerns. They are the same industrial problem, split in two by the software that usually serves it.
A ten-day sprint turns a challenge into a physics-validated formulation.
The validated formulation names exactly which raw materials, in what quantities, to what specification.
The same team sources, plans and replenishes those materials so production can actually run.
One engagement. One team. One accountable party. From the formula to the factory floor.
Vendor-Managed Inventory
MoleQuant's VMI service extends beyond formulation into your ongoing materials supply chain. You get continuous visibility and control over the raw materials your formulations depend on, backed by our team's 18 years of GCC industrial procurement experience.
A validated formula is only useful if the right materials reach production on time, in the right quantity, to specification. Most software stops at the document. MoleQuant keeps going: the same platform that specified the materials sources them, receives them, holds them and replenishes them.
Talk to our team about VMIWhat VMI gives you
The validated formulation names exactly which raw materials, in what quantity and to what specification. That becomes the contract terms and the stock records, entered once, not retyped.
A request goes to several suppliers and the replies are compared side by side on price, lead time and past performance. Orders go to the right approver before anything is committed.
Goods are received against what actually turned up. Every quantity carries its batch, certificate and expiry, and leaves stock against a named job.
Real consumption and real supplier lead times set the minimum levels. They are recalculated and proposed with the reasoning shown, never changed silently.
You keep control of what is approved and what is spent. MoleQuant carries the work of sourcing, expediting and replenishing, and one accountable party stands behind both the formula and the supply.
ROI calculator — VMI
The science
Generic AI guesses. MoleQuant reasons from real materials science: screening candidates against open reference datasets of known materials, and cross-checking every prediction against the laws of physics through the Trust Engine.
The validation layer has eight stages and records the reason each candidate passed or failed, so results are explainable.
It explores the design space efficiently instead of testing every combination.
Open reference datasets of known materials and their measured properties, all licensed for commercial use.
Designed to be taken straight into your lab for confirmation.
Contains data from the Materials Project (materialsproject.org), licensed CC BY 4.0. Additional reference data from PubChem and NIST. MoleQuant does not use non-commercially licensed datasets in its commercial service.
How it works
A MoleQuant engagement runs in eight steps: four that discover and validate a formulation, and four that source, receive, hold and replenish the materials it needs. The last step feeds the first.
Submit the materials challenge in the client portal: target properties, operating conditions and compliance requirements. QCS parameters are pre-loaded.
MoleQuant's models analyse material properties and generate optimised candidates, ranked and scored inside the secure platform.
Every candidate is filtered through the Trust Engine: physical laws, manufacturing constraints and QCS compliance checks.
You receive the complete formulation package: synthesis pathway, cost analysis, compliance and safety documentation.
The formulation names exactly which raw materials, in what quantity and to what specification. Units convert automatically.
Quotes are requested and compared; orders are routed to the right approver.
Goods are received against delivery notes; each batch carries certificate and expiry; stock is issued to named jobs.
Minimum levels are recalculated from real consumption, and the consumption record feeds back to step 1.
Deliverables
A sprint returns not just a formulation but its full scientific, compliance, safety and sustainability documentation. VMI keeps producing documents long after it: the orders, receipts, registers and records that prove what was bought, held and consumed.
Carbon footprint
MoleQuant Carbon Footprint calculates the embodied carbon of a formulation or material from its inputs and process, so GCC manufacturers can report and reduce it. Calculation is live today and automated by the platform; accreditation is launching.
Carbon is cheapest to cut at design time. Because the footprint comes from the same formulation record MoleQuant validates, you can compare options before a single batch is made.
Industries
MoleQuant serves nine GCC industrial sectors where materials performance, compliance and supply continuity decide project outcomes.
Typical challenge: fluids, proppants and additives that must perform at extreme temperature and pressure.
How MoleQuant helps: validated candidates screened against operating conditions before field trials.
Typical challenge: admixtures and mixes that must survive 55 °C placement and QCS requirements.
How MoleQuant helps: formulation sprints with QCS mapping and carbon comparison.
Typical challenge: consistent raw-material supply and specification control.
How MoleQuant helps: VMI with batch and certificate tracking.
Typical challenge: safety-critical materials and documentation.
How MoleQuant helps: hazard class carried through specification, receiving and issue.
Typical challenge: balancing durability, cost and VOC targets.
How MoleQuant helps: multi-objective candidate ranking.
Typical challenge: property targets across many additive combinations.
How MoleQuant helps: AI candidate generation inside physics constraints.
Typical challenge: slow firing-trial cycles.
How MoleQuant helps: screening before the kiln.
Typical challenge: chemistries that must meet local water conditions.
How MoleQuant helps: formulation validation against operating conditions, plus reliable supply.
Typical challenge: additive packages with trade-offs.
How MoleQuant helps: ranked candidates with documented reasoning.
Qatar
MoleQuant is a Doha-based AI materials discovery and vendor-managed inventory platform, headquartered at Tornado Tower, West Bay. It is mapped to Qatar Construction Specifications, available in Arabic and English, and invested in by Qatar Development Bank.
Saudi Arabia
MoleQuant supports industrial manufacturers in Saudi Arabia from Doha with AI formulation sprints, vendor-managed inventory and a bilingual client portal. Eastern Province petrochemical and chemical manufacturers are a focus.
Case studies
Validated formulations in construction, oil and gas, and petrochemical supply. Client names are withheld by agreement.
Client: confidential.
Challenge: the client had spent 11 months and 15 failed experiments on a proppant formulation.
What MoleQuant did: generated 847 candidates and delivered a validated shortlist in four hours.
Result: a validated shortlist in place of continued trial and error.
Challenge: a concrete mix that must perform under Gulf summer temperatures and meet QCS requirements.
What MoleQuant did: evaluated candidate mixes against operating conditions and QCS parameters before field trials, comparing options on cost and carbon footprint.
Pricing
From a single proof-of-concept sprint to full enterprise deployment, with a clear path at every stage. Prices are agreed after the free sprint.
One challenge, one proof-of-concept result, no commitment. For teams who want to see the method on their own problem.
Ongoing formulation sprints and platform access for one team or site, with VMI available as an add-on.
Multi-site deployment with dedicated support and integration into your systems.
Pricing is scoped to your challenge and sites. The free sprint tells us both what it will take.
Build on MoleQuant
Beyond the two core services, MoleQuant is a platform. Connect validated materials intelligence directly into your own systems and scale it across your R&D organisation.
Talk to us about integrationManaged keys, issued and revoked per company, with usage visible per key.
Formulation and materials data flows into the systems your teams already work in.
Subscription tiers with per-feature limits, so spend is bounded and predictable.
High-volume screening across many formulations in one submission.
Market opportunity
A manufacturing-led economy with high R&D spend and no AI materials-discovery competitor serving it directly.
Qatar's industrial sector is expanding across oil and gas, petrochemicals and construction — all of which need advanced materials R&D.
No competitor occupies the fast-and-physics-validated quadrant: ten days against the twelve to eighteen months of legacy R&D platforms.
A single avoided failed experiment can exceed $100,000, which justifies an annual subscription on its own.
About MoleQuant
MoleQuant LLC is a Doha-based materials technology company, founded to end trial-and-error materials R&D in the GCC. Qatar Development Bank has invested in MoleQuant.
Industrial materials are still designed by trial and error. The GCC's industrial base is a pillar of economic diversification, and it deserves tools built for its standards, languages and supply chains.
Company facts
FAQ
MoleQuant is a Doha-based AI materials discovery and vendor-managed inventory platform for GCC industry. It turns a formulation challenge into a physics-validated formula in ten days, then helps source and manage the raw materials needed to produce it. The platform is available in Arabic and English, and Qatar Development Bank has invested in MoleQuant.
MoleQuant is for manufacturers and R&D teams in oil and gas, construction chemicals, petrochemicals, polymers, coatings, ceramics, water treatment and lubricants across Qatar and the GCC. Typical users are R&D directors, formulation chemists, technical managers and procurement leads.
MoleQuant is headquartered in Doha, Qatar, at Tornado Tower in West Bay. It serves clients across the GCC, including Saudi Arabia. Client data is held in the GCC.
Yes. Qatar Development Bank has invested in MoleQuant.
MoleQuant's AI generates hundreds of candidate materials for your challenge, then its Trust Engine filters each one through physical laws, manufacturing constraints and compliance checks. You receive a ranked, validated shortlist with synthesis route, cost analysis and documentation, not a raw prediction.
A MoleQuant formulation sprint takes about ten days from a defined challenge to a validated result, compared with an industry-average R&D cycle of around eighteen months. Candidate generation itself takes hours.
The Trust Engine is MoleQuant's eight-stage validation layer. It cross-checks AI-generated candidates against open reference data such as the Materials Project, PubChem and NIST and against physical constraints, and it records why each candidate passed or failed, so results are explainable rather than black-box.
MoleQuant uses open reference datasets licensed for commercial use, including the Materials Project (CC BY 4.0), PubChem and NIST, with attribution. MoleQuant does not use datasets restricted to non-commercial use in its commercial service.
MoleQuant results are lab-ready: they are designed to be taken straight into your lab for confirmation.
A sprint delivers a ranked validated formulation shortlist, synthesis route, cost analysis, compliance mapping, safety documentation and a plain-language report.
MoleQuant VMI is a service in which MoleQuant sources, tracks and replenishes the raw materials your formulations depend on, with quote comparison, approval routing, receiving, batch and expiry tracking, and minimum-level proposals with the reasoning shown.
Ordinary inventory software starts after the order. MoleQuant VMI starts from the validated formulation, which already names the raw materials, quantities and specifications, so the data is entered once and carried through sourcing, receiving and replenishment.
No. VMI can be used on its own for materials you already formulate. Used together, the formulation record and the consumption record inform each other.
Yes. MoleQuant calculates the carbon footprint of a formulation from its inputs and process, with an input-level breakdown and comparison between alternatives. Calculation is live today and automated by the platform; accredited reporting is launching.
MoleQuant starts free: the first proof-of-concept sprint carries no commitment. After that, Standard subscriptions and Enterprise deployments are scoped to your challenge and sites. Pricing is agreed after the free sprint.
The free sprint takes one materials challenge through MoleQuant's process and returns a validated shortlist and summary so you can judge the method on your own problem.
Your challenge data and results belong to you. MoleQuant isolates each client's data from every other client and does not use one client's confidential data for another.
Client data is held in the GCC under Qatar's data protection law.
Yes. The MoleQuant client portal is available in Arabic and English, including right-to-left layouts, Gulf working week and Hijri dates. Project documents are issued in English.
MoleQuant maps results to Qatar Construction Specifications where relevant. QCS parameters are pre-loaded in the client portal.
MoleQuant validates rather than only predicts, and it connects formulation to supply in one platform, built for GCC standards, languages and data residency. Global tools usually stop at the molecule.
Request a free sprint through the contact form or email the team with a short description of your challenge. MoleQuant replies within one business day.
Trust Centre
Your formulations are the most commercially sensitive thing you could hand us. The Trust Centre sets out where your data lives, who can reach it, which security documents are approved, and the controls that are not finished yet — with a date against each one.
Production runs on Google Cloud in Qatar. Daily encrypted backups are kept off the production server.
Encrypted in transit and at rest. Your formulas are never used to train any model, ours or a provider's.
Emission factors, patent records and prices are retrieved and cited. No quantity in a deliverable originates in a language model.
Policies, an incident response plan and a disaster recovery plan, approved and available to clients, auditors and investors on request.
Open the Trust Centre (opens in a new tab)
We are not ISO 27001 certified and do not claim to be. The Trust Centre states every control's real status, including the ones that are not finished, because a status page you can only half believe is worth nothing.
Contact
Tell us about your materials challenge. We will show you how MoleQuant compresses your R&D cycle and eliminates failed experiments. We respond within one business day. No commitment for the free sprint.
MoleQuant LLC · Tornado Tower, West Bay, Doha, Qatar
Prefer email? info@molequant.com
We reply within one business day. Your information is used only to respond to you.