Aitia uses causal AI to turn human disease data into testable drug hypotheses
Aitia’s Gemini Digital Twins explained: disease models, target discovery, drug simulation and publicly disclosed collaboration terms.
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AQEMIA connects physics-led molecular design with drug discovery partnerships
AQEMIA’s QEMI platform explained: physics-led generative AI, experimental validation and the commercial boundaries of research partnerships.
Atinary uses AI to choose the next useful experiment in a laboratory
Atinary SDLabs explained: Bayesian optimisation, manual and automated experiments, integration boundaries and the AWS private-offer pilot price.
Innodisk brings visual AI training and deployment into industrial edge systems
Innodisk’s edge AI offer explained: iVIT training and inference, APEX systems, custom engineering and the questions behind a production vision deployment.
Kontron makes edge AI a hardware, operating system and integration decision
Kontron’s edge AI portfolio explained: Hailo-equipped KBox systems, visual inspection, KontronOS services and configuration-specific commercial access.
LabGenius uses machine learning and functional assays to engineer antibodies
LabGenius Therapeutics explained: EVA, multi-objective antibody optimisation, preclinical programmes and the commercial structure of pharma partnerships.
XtalPi links molecular AI with the laboratory work needed to test it
XtalPi’s AI discovery and automation offer explained: digital chemistry, compound design, robotic laboratories and negotiated research partnerships.
Airbyte connects data pipelines with AI access
Explore Airbyte’s replication, MCP and context layer, including current Cloud read-only limits, deployment choices and pricing differences.
Docket turns website questions into qualified sales handoffs
Explore Docket’s inbound Demand Agent, governed knowledge, CRM handoffs and current pricing conflicts, including limits on Frameless availability.
Fyxer connects inbox work with shared client context
Explore Fyxer’s email drafts, meeting notes, Spaces and Flows, including current seat pricing and unresolved credit-rate differences.
HockeyStack connects AI analysis with revenue attribution
Understand HockeyStack’s Odin analyst, attribution, account intelligence and self-service limits, with a proposed revenue-data evaluation.
Nooks combines AI calling, coaching and sales signals
Assess Nooks’ AI dialer, sales coaching, sequencing and signal tools, with a proposed pilot and the questions to ask about custom pricing.
Puzzle brings AI work into the accounting ledger
Explore Puzzle’s Chat, Cowork and Close tools, accountant review, service eligibility and MCP alpha limits before choosing an accounting workflow.
Unify connects AI prospect research with outbound sales
Understand Unify’s AI sales agents, credit pricing and CRM plan gates, with a proposed workflow for reviewing research before outreach.
Kaiber connects AI generation, beat-synced video and timeline editing
Kaiber combines Canvas, Beat Sync and Editor for music-led visual production. Explore a proposed release workflow, plan gates, mobile limits and conflicting credit-expiry guidance.
Moises uses audio AI for practice, stem work and collaborative music
Moises connects stem separation and musician practice tools with a collaborative production workspace. Explore platform differences, subscription boundaries and a proposed rehearsal-to-demo workflow.
Lovart turns creative briefs into assets that remain editable
Lovart combines a design agent, an infinite canvas and targeted image editing. Explore a proposed campaign workflow, export choices, fast credits and important Relax-mode limits.
Reve uses structured layouts to guide AI image creation and editing
Reve combines an image creation app with a model and API built around visual layouts. Explore controllable composition, experimental layout endpoints and important account-data terms.
Kittl brings AI generation into editable brand and merchandise design
Kittl combines an editor, AI workflows, vectors and reusable brand assets. Examine a product-launch workflow, token plans and conflicting public licensing and allowance details.
OpenArt connects AI characters, images and video direction
OpenArt brings multiple generation models into a visual production workspace. Explore character reuse, Director workflows, credit costs and the Plus-level commercial-use boundary.
Amkor turns AI chip integration into a packaging and test programme
Amkor’s AI packaging and test services explained: S-SWIFT, TSV processing, co-design, customer access and the questions behind production qualification.
ASE Technology makes the AI package an engineering decision
ASE Technology’s AI packaging role explained: VIPack, chiplet integration, test services, design support and the limits of a public capability catalogue.
GlobalFoundries puts AI connectivity and edge silicon on a foundry roadmap
GlobalFoundries silicon photonics and FDX explained: design kits, shared wafer runs, commercial engagement and production versus roadmaps.
Murata makes AI board power a component-level decision
Murata’s AI server components explained: decoupling, filters, power modules, design tools and the gap between catalogue selection and board validation.