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Business Planning Playbook

hedgehog-observability-configuration-control-congestion-management-reduce-mttr-network-incidents

8 min read

The Reliability Math: The Real Cost of Network Disruptions

Picture of Marc Austin Marc Austin: May 21, 2026 5:58:49 PM

Hedgehog AI Network Planner: Part 7

AI Network Business Planning Playbook Reliability
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hedgehog-contains-security-exploits-with-smaller-blast-radius

9 min read

The Security Math: Shrinking the Blast Radius

Picture of Marc Austin Marc Austin: May 21, 2026 5:41:49 PM

Hedgehog AI Network Planner: Part 8

AI Network Business Planning Playbook Security
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hedgehog-tunes-ai-networks-for-85-percent-gpu-utilization-compared-to-70-percent-untuned

9 min read

The Performance Math: Unlocking Millions in Compute Yield

Picture of Marc Austin Marc Austin: May 21, 2026 3:45:36 PM

Hedgehog AI Network Planner: Part 6

AI Network Business Planning Playbook Performance
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2-devops-engineers-run-hedgehog-12-diy-engineers-cost-2-million-more

10 min read

The Operations Math: Empowering Standard DevOps

Picture of Marc Austin Marc Austin: May 21, 2026 3:45:09 PM

Hedgehog AI Network Planner: Part 5

AI Network Business Planning Playbook Cloud Operations
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hedgehog-directly-imacts-clustermax-ratings-which-influence-gpu-rental-pricing

13 min read

The Sell Math: How ClusterMAX 2.0 Ratings Translate Into Revenue

Picture of Marc Austin Marc Austin: May 20, 2026 7:38:40 PM

Hedgehog AI Network Planner: Part 3

AI Network Business Planning Playbook GPU Value
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diy-time-to-gpu-value-is-8-weeks-10-million-dollars-compared-to-1-week-hedgehog-ttgv

14 min read

The Speed Math: The Value of Zero Touch Provisioning

Picture of Marc Austin Marc Austin: May 20, 2026 5:23:34 PM

Hedgehog AI Network Planner: Part 4

AI Network Business Planning Playbook GPU Value
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hedgehog-gateway-replaces-1.6m-palo-alto-firewall-with-40k-redundant-gateways-for-perimeter-security

24 min read

The CapEx Math: Unlocking your GPU Investment

Picture of Marc Austin Marc Austin: May 20, 2026 2:46:53 PM

Hedgehog AI Network Planner: Part 2 When teams build AI clusters, the budget conversation almost always starts and ends with GPUs. That is rational....

AI Network Business Planning Playbook Procurement
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11 min read

The Design Math: Why Reference Architectures Win

Picture of Marc Austin Marc Austin: May 19, 2026 5:34:36 PM

Hedgehog AI Network Planner: Part 1 We recently announced that Hedgehog is an NVIDIA-validated solution architecture for NVIDIA Spectrum-X. We also...

AI Network Design Business Planning Playbook
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