Large Infrastructure Model

FluidCloud’s Large Infrastructure Model helps teams answer multiple questions that matter most before they migrate, redesign, optimize, or scale infrastructure across clouds.

From accurate IaC conversion and compatibility scoring to outage prediction, compliance drift protection, cost comparison, and cloud matchmaking — LIM gives infrastructure teams a smarter way to decide.

The Pain. The Answer.

Market pain

What developers
want to hear

LIM answer

AI-generated IaC is often plausible but not deployable

Production-grade, provider-aware outputs that preserve intent and reduce rewrite work

100% Accurate IaC Conversions

Portability is promised but hidden incompatibilities break migrations

A measurable portability score with blockers surfaced before cutover

Compatibility Score

FinOps tools explain spend after the fact, not before architecture choices are made

Service-level, region-level, usage-aware comparison before committing to a cloud design

Multi-Cloud Cost Comparison

Resilience is reactive; teams learn fragility after incidents

Predictive insight into weak architecture patterns and likely blast radius

Outage Prediction Model

Compliance posture drifts continuously across clouds

Continuous control coverage, drift detection, and remediation workflows

Compliance Drift Shield

Cloud selection is often based on familiarity or vendor pressure

Best-fit provider ranking plus a practical multi-cloud readiness benchmark

Cloud Matchmaking + Architecture Indexing

How LIM works?

100% Accurate IaC Conversions

Can this be converted?

Our LIM doesn’t just swap code, it reasons through architecture, dependencies, and provider-specific logic to deliver production-ready infrastructure. Translate infrastructure across cloud providers and environments.


Automatically transform complex source architectures into target-ready IaC while preserving operational intent, scaling dependencies, and deployment-grade precision.
resource "aws_s3_b ucket" "assets" { bucket = "${var.pr oject}-assets" for ce_destroy = true } resource "aws_su bnet" "public" { v pc_id = aws_vpc.ma in.id cidr_block =
ock = "10.0.0.0/16 " enable_dns_suppo rt = true } module "rds" { source = "./modules/rds" vp c_id = aws_vpc.mai n.id } resource "a ws_s3_bucket" "ass ets" { bucket = "$
curity_group" "web " { name = "web-sg " vpc_id = aws_vpc .main.id } variabl e "project" { type = string descript ion = "Project nam e prefix" } module "rds" { source =
bucket = "${var.pr oject}-assets" for ce_destroy = true } output "app_url" { value = aws_clo udfront_distributi on.cdn.domain_name } module "rds" { source = "./module
_distribution" "cd n" { enabled = tru e default_root_obj ect = "index.html" } resource "aws_s ubnet" "public" { vpc_id = aws_vpc.m ain.id cidr_block = "10.0.1.0/24" }
resource "aws_s3_b ucket" "assets" { bucket = "${var.pr oject}-assets" for ce_destroy = true } resource "aws_su bnet" "public" { v pc_id = aws_vpc.ma in.id cidr_block =
ock = "10.0.0.0/16 " enable_dns_suppo rt = true } module "rds" { source = "./modules/rds" vp c_id = aws_vpc.mai n.id } resource "a ws_s3_bucket" "ass ets" { bucket = "$
curity_group" "web " { name = "web-sg " vpc_id = aws_vpc .main.id } variabl e "project" { type = string descript ion = "Project nam e prefix" } module "rds" { source =
bucket = "${var.pr oject}-assets" for ce_destroy = true } output "app_url" { value = aws_clo udfront_distributi on.cdn.domain_name } module "rds" { source = "./module
_distribution" "cd n" { enabled = tru e default_root_obj ect = "index.html" } resource "aws_s ubnet" "public" { vpc_id = aws_vpc.m ain.id cidr_block = "10.0.1.0/24" }

Compatibility Score

Will it work there?

Stop guessing and start migrating. Our LIM analyzes deep-layer dependencies to predict exactly how your stack will behave in a new environment. Score portability before migration.


Quantify migration readiness by surfacing hidden dependencies and architectural mismatches before cutover, providing a definitive score of required refactoring for any target cloud.
30
55
85
30
85
30

Compatibility Score

Compatibility Score

Multi-Cloud Cost Comparison

What will it cost there?

Stop analyzing spend in the rearview mirror. Our LIM models the financial impact of every architectural choice across providers and regions before you commit.


Align engineering decisions with FinOps goals by simulating workload-specific usage scenarios to compare granular provider costs and regional trade-offs before migration begins.

$

99,988

$

99,988

$

99,988

$

99,988

$

99,988

$

99,988

CLOUD COST

CLOUD COST

Outage Prediction Model

Is it resilient enough?

Infrastructure stability shouldn't be a post-mortem exercise. Our LIM identifies architectural fragility and blast-radius exposure before an outage ever occurs.



Eliminate infrastructure blind spots by detecting dependency concentrations and weak resilience patterns across your entire topology, turning reactive recovery into proactive immunity.

Compliance Drift Shield

Is it compliant enough?

Turn compliance from a static audit into a dynamic operational state. Our LIM continuously monitors your infrastructure to neutralize drift before it creates security exposure.



Maintain a perpetual state of audit-readiness across SOC 2, GDPR, and HIPAA with 1,200+ out-of-the-box policies and automated remediation workflows that detect and fix configuration drift in real-time.

Cloud Matchmaking + Architecture Indexing

Which cloud fits best?

Stop defaulting to the familiar. Our LIM benchmarks your unique workload requirements against the entire cloud landscape to identify the architecturally superior destination.



Optimize workload placement through multi-cloud readiness scores and architectural benchmarks that evaluate sovereignty, performance, and resilience to ensure every deployment is based on technical fit rather than institutional habit.

Why existing tools fall short

Why existing
tools fall short

Typical tools

Typical tools

IaC generators create code but rarely enough infrastructure truth

FinOps tools track spend, but do not guide cross-cloud architecture decisions

Compliance scanners detect issues but often stop short of action

Migration tools move assets without scoring cost, fit, resilience, and compliance together

Generic AI copilots are helpful for syntax, but weak on infrastructure-specific reasoning

FluidCloud LIM

FluidCloud LIM

Reason about conversion fidelity, deployability, and target-cloud semantics

Compare workload cost across providers, regions, and usage assumptions

Detect drift continuously and support autoremediation or assisted remediation

Answer all six questions through one decision layer

Position LIM as infrastructure intelligence, not generic text generation

Target audience blocks

Innovative tools and powerful insights designed to elevate your business

Platform Engineering

Standardize and evaluate infrastructure decisions before rollout.

Cloud Architects

Benchmark cloud fit, portability, and future readiness.

SRE / Infrastructure Teams

Predict resilience risks and reduce downtime exposure.

Security & Compliance Teams

Detect and remediate posture drift continuously.

FinOps & Engineering Leaders

Compare cost across providers and regions before committing spend.

Migration & Modernization Teams

Reduce rewrite effort and improve cloud transition confidence.

Be first to access FluidCloud LIM

Join the waitlist to get early access to the Large Infrastructure Model and upcoming capabilities including the Outage Prediction Model launching next week