Cloud

Ascerta Raises $18M to Define Enterprise AI Management

Ascerta Raises $18M to Define Enterprise AI Management

Ascerta, formerly Pay-i, has raised an $18 million Series A to build the Enterprise AI Management category, giving CIOs and CFOs a single view of AI cost, adoption, and ROI. ECI Research examines the measurement gap the platform targets, the shadow AI problem it can surface, and whether the category has durable defensibility. The founding team’s Microsoft pedigree and a strategic investor syndicate suggest this is more than a rebrand.

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Gimlet Labs and Cerebras Target 3,000 Tokens/Sec Inference

Gimlet Labs and Cerebras Target 3,000 Tokens/Sec Inference

Gimlet Labs and Cerebras have announced a collaboration to deliver ultrafast AI inference through the Gimlet Cloud, targeting 3,000 tokens per second for agentic and real-time workloads. The partnership pairs Cerebras’ wafer-scale CS-4 chip with high-throughput GPUs in a disaggregated inference architecture. ECI Research analyzes what the deal means for enterprise and government developers building production AI systems.

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AWS Reimagines Developer Onboarding With New Builder Experience

AWS Reimagines Developer Onboarding With New Builder Experience

AWS has launched the New AWS Builder Experience, a redesigned onboarding flow aimed at letting developers start building on AWS without lengthy environment configuration. ECI Research data shows that slow provisioning is a documented bottleneck across enterprise and public sector organizations. The move positions AWS more directly against simpler cloud platforms competing for early-stage developer attention.

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Simform Completes Microsoft AI Partner Trifecta: What It Means

Simform Completes Microsoft AI Partner Trifecta: What It Means

Simform has completed coverage across all Microsoft AI Cloud solution areas, becoming one of fewer than 50 global firms to hold Azure Expert MSP status and all three Solutions Partner designations. ECI Research examines whether the firm’s Agentic Operating Model delivers on the promise of moving enterprises from AI pilots to production scale. The analysis weighs developer velocity, vendor lock-in risk, and competitive positioning against the major SIs.

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AI Model Churn Is Now a Core Enterprise Architecture Risk

AI Model Churn Is Now a Core Enterprise Architecture Risk

MariaDB CPO Vikas Mathur argues that model churn is a permanent feature of the AI market, and enterprises that hard-code infrastructure around today’s leading model are already taking on architectural debt. The real strategic asset is a model-agnostic data layer that can absorb model substitutions without full re-integration. ECI Research data shows compliance friction and tool procurement barriers compound the problem, especially in regulated environments.

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AI Agent Governance: Why Observability Alone Isn't Enough

AI Agent Governance: Why Observability Alone Isn’t Enough

Traefik Labs and SUSE joined ECI Research’s AppDev Angle podcast to discuss the architectural gap between AI observability and AI governance. The conversation centered on cryptographic audit trails, context-aware authorization, and why sovereignty is a mainstream infrastructure requirement, not a niche edge case. ECI Research data shows nearly three-quarters of public sector organizations operate in environments where cloud-dependent governance tools simply won’t work.

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Dell's Record Q2 FY27: Sovereign AI and Storage Drive Growth

Dell’s Record Q2 FY27: Sovereign AI and Storage Drive Growth

Dell Technologies reported record Q2 FY27 revenue of $47.0 billion, up 58% year over year, with full-year guidance raised to $192.0 billion. A $500 million sovereign AI cluster in Armenia and a landmark object storage density milestone reveal where the real strategic momentum lies. ECI Research examines what this means for public sector infrastructure buyers and enterprise developers.

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Axe Compute Sells Helomics, Goes All-In on GPU-as-a-Service

Axe Compute Sells Helomics, Goes All-In on GPU-as-a-Service

Axe Compute has sold its Helomics cancer diagnostics subsidiary to DataMEDS AI in an all-stock deal, completing its transformation into a pure-play GPU-as-a-Service neocloud. The move clears the company’s legacy portfolio but raises real questions about competitive differentiation and financial sustainability in a crowded AI infrastructure market. ECI Research examines what enterprise buyers and developers should watch.

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Stacklet's Cloud AI FinOps Benchmark Sets a New Governance Standard

Stacklet’s Cloud AI FinOps Benchmark Sets a New Governance Standard

Stacklet has introduced the Cloud AI FinOps Benchmark, a set of tested controls that assess and remediate cloud AI cost waste across AWS, Google Cloud, and Azure. The benchmark connects posture assessment directly to automated enforcement, covering GPU compute, foundation models, and token usage. ECI Research analysis places the announcement in the context of growing enterprise demand for integrated, workflow-compatible governance tooling.

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Typewise Nova: The AI Operator Running Customer Service 24/7

Typewise Nova: The AI Operator Running Customer Service 24/7

Typewise launched Nova, an AI Operator that builds, runs, and continuously improves customer service AI without dedicated ops staff. Priced on resolved outcomes rather than seats, Nova targets the growing operational burden that stalls AI pilots in mid-market companies. Early customers report 70–85% autonomous resolution rates.

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