AI Features
Finally, an AI to build and manage your Multi-Cloud
Purpose-built for multi-cloud infrastructure, FluidCloud’s Large Infrastructure Model (LIM) provides intelligence and monitoring to speed up and de-risk complex cross-cloud operations.
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FluidCloud Announces the Large Infrastructure Model (LIM)
Today, we’re pleased to announce a major advancement in helping firms migrate, manage, and maintain across clouds with ease. Introducing: FluidCloud’s Large Infrastructure Model (LIM), a whole new AI purpose-built for cloud infrastructure.
FluidCloud’s LIM solves a critical issue in multi-cloud operations. Migrations are slow and fraught with risk because service and semantic differences across clouds create friction. LIM provides a simple, elegant bridge to transpose infrastructure, evaluate options, and gain the intelligence needed to keep risks at bay.
Answer Critical Infrastructure Questions
Providing both immediate understanding and ongoing monitoring, LIM gives you crucial insights into your multi-cloud operations.
Access Fast, Accurate Migration Intelligence
Use LIM to get answers on fundamental questions of multi-cloud strategy, economics, and migration architecture.
Compare costs of comparable infrastructure: LIM provides detailed cost projections across AWS, Azure, GCP, Vultr, and OCI. We provide both provision cost and usage cost, helping you optimize spend before you commit.
Analyze resource compatibility: See how compatible your current resources are with alternate clouds. LIM replicates compute, network, IAM, and policy—not just VMs and disks.
Cloud Matchmaking: Let the AI find the right clouds for you based on infrastructure patterns, compliance, performance, and budget.
Assess and Monitor Statuses and Risks
Our LIM-powered agent keeps you abreast of your ever-changing infrastructure ecosystem.
See Your Complete Version History
Maintain a searchable index of your multi-cloud infrastructure with Cloud Architecture Indexing.
Track changes and audit configurations.
Restore previous states (Infrastructure "Time Machine").
Perfect for disaster recovery and compliance.
Stay on Top of Governance
With Compliance Drift Shield, LIM continuously monitors for configuration drift and policy violations across SOC 2, GDPR, PCI, HIPAA, ISO, and CIS benchmarks.
Predict Outage Likelihood
Identify potential failure points and dependencies that could cause downtime before they happen. Address risks proactively with specific remediation recommendations.
Get Multicloud Answers in the Formats You Need
You shouldn’t need to transpose data to feed an AI. LIM delivers support around your preferred formats.
Query on your terms: Use deterministic Terraform scans, GitHub repos, cloud bills (AWS/PDF), or plain-language English.
IaC Conversions: Generate production-ready Terraform code with full fidelity. LIM understands dependencies and eliminates manual correction cycles.
AI Built for Infrastructure Accuracy
Traditional LLMs often hallucinate on infrastructure tasks because they aren't modeled on actual infrastructure. LIM is different—it is trained entirely on deterministic mappings of IaC inventory, not generic guesses.
The Impact:
42% less migration cost.
6 weeks faster timelines.
60% fewer cutover network errors.
Performance Comparison
Metric | LIM | GPT-5.2 | Llama 2 |
Success Rate | 75% | 45% | 12% |
BLEU-4 Score | 0.58 | 0.32 | 0.28 |
Token Overlap | 70% | 42% | 35% |
Already, LIM has allowed firms to manage migrations with incredible efficiency and security. For a few sample successes thus far:
An e-commerce platform maintains hourly infrastructure snapshots across three regions. Improving their resilience from days to hours, they also consolidated their regions which helped them reduce their hyperscaler bill down by 8%. When a misconfiguration took down their primary region, they restored a working environment to their backup region in 18 minutes instead of 6+ hours.
One of the largest hard disk manufacturers automated compliance monitoring across AWS, Azure, and GCP, reducing audit preparation time from 3 weeks to 2 days while achieving a better compliance score.
A SaaS company used LIM to compare costs across five cloud providers for their infrastructure footprint, discovering they could save 34% annually by moving compute-intensive workloads to Vultr while keeping data services on OCI—a $1.2M annual savings opportunity.
Get Started on LIM
LIM is available as context‑aware in‑app assistant within FluidCloud, or a standalone chat/API for IDE, and CI.
To get immediate, trustworthy multi-cloud intelligence that can support faster, more successful migrations, schedule an LIM demo now.
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