What are the best alternatives to Phaidra?

Based on documented capability coverage across the Agentic Index 14 point taxonomy, the closest alternatives to Phaidra among enterprise operations agents are Optimal Dynamics, Imubit, o9 Solutions, Blue Yonder. Each is graded on the same public evidence, and no vendor pays for placement.

Does Phaidra support MCP and tool calling?

Partial under the Agentic Index verification standard. Phaidra publishes some public evidence of tool calling and API or SDK extensibility, but narrower than full Model Context Protocol (MCP) support as defined by the Agentic Index taxonomy. Evidence basis: Phaidra states domain experts configure the AI control systems, meaning the agents, without writing code and define what they want their agents to do, giving a customer facing configuration surface, but no API, SDK, or MCP surface was docum. Graded from public evidence only against the Agentic Index 14 point capability taxonomy. No vendor pays for placement.

Does Phaidra require human approval before an agent acts?

Partial under the Agentic Index verification standard. Phaidra publishes some public evidence of guardrails or oversight, but narrower than a documented human approval step before an agent acts. Evidence basis: Domain experts configure the AI control systems without writing code and define what they want the agents to do, which sets the bounds up front, but Phaidra's stated design point is self improvement without human intervention and runtime ap. Graded from public evidence only against the Agentic Index 14 point capability taxonomy. No vendor pays for placement.

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Phaidra

Q: Who is Phaidra for?

data centers, pharma, energy operators

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Enterprise operations agent Verified 2026-06-23

Entry priceContact salesFull pricing detail

AI closed-loop control for mission-critical facilities like data centers, using reinforcement learning over existing SCADA/DCS/BMS. Founder ex-Google DeepMind.

Phaidra delivers AI closed-loop control for mission-critical facilities (data centers, pharma, district energy) using reinforcement learning that integrates with existing SCADA, DCS, and BMS without new hardware and self-improves on sensor data. Founded by an ex-Google DeepMind leader behind DC-cooling work, it raised a $92.5M Series B and sells closed-loop contracts.

Vendor details

Canonical URL

https://phaidra.ai

Subcategory

Supply Chain — AI closed-loop industrial control

Use cases & customers

Primary use cases

closed-loop facility controlenergy optimizationdata-center cooling

Target customers

data centerspharmaenergy operators

In practice

Your data center cooling runs on fixed setpoints that can't keep up with shifting load. Phaidra's closed-loop AI controls the system in real time, adjusting as conditions change.

Adopting AI control usually means installing new hardware in a facility you can't disrupt. Phaidra integrates with your existing SCADA, DCS, and BMS, with no new hardware required.

A static control strategy stops being optimal the day after it's tuned. Phaidra learns from sensor data and self-improves, so the control keeps getting better as it runs.

Agentic Index coverage score

7.5 / 14 capabilities · 54%

Integrations & Tool CallingAgents act on existing facility control infrastructure by issuing setpoint commands to cooling equipment, integrate with data center management systems, and Phaidra is a named contributor to the NVIDIA DSX and Omniverse digital twin blueprints alongside CoreWeave and Applied Digital deployments, Phaidra liquid cooling announcement 2026-03-16 and news page 2026-07-22	Full
Workflow OrchestrationPhaidra's self learning reinforcement learning AI Agent sends optimal setpoint commands directly to the Coolant Distribution Unit to predict and prevent thermal spikes, cutting effective response delay from minutes to under 10 seconds in validated production environments, Phaidra liquid cooling breakthrough announcement 2026-03-16	Full
Knowledge Grounding & RAGAgents are grounded in the individual facility's live sensor telemetry, converting raw sensor data into actions, with domain experts encoding facility specific control objectives, Phaidra engineering role description and liquid cooling announcement 2026-03-16	Full
Human Oversight & GuardrailsDomain experts configure the AI control systems without writing code and define what they want the agents to do, which sets the bounds up front, but Phaidra's stated design point is self improvement without human intervention and runtime approval gates were not documented, Phaidra engineering role description 2026-07-22	Partial
Security, Identity & GovernanceNo security attestations, identity controls, or permission model was retrieved in this pass, Phaidra product pages 2026-07-22	Unable to verify
Observability & AuditabilityPhaidra publishes agent performance comparisons in white papers, but in product run tracing, decision logging, or audit trails were not documented, Phaidra product pages 2026-07-22	Unable to verify
Memory & State PersistencePublished before and after data shows an agent trained in simulation improving further after several hours of live learning on the production system, with Phaidra stating the reinforcement learning agent taught itself to get better without human intervention, so learned state accumulates in production, Phaidra NVIDIA DSX blog 2025-11-03	Full
Deployment & Data ResidencyNo deployment topologies, regional hosting, or data residency controls were retrieved in this pass, Phaidra product pages 2026-07-22	Unable to verify
Prebuilt Agents, Templates & PacksPhaidra ships named offerings including its cooling control agents and Phaidra Prism, an AI assistant built for data center operators and technicians, but each control agent is trained per facility and no template or agent library was documented, Phaidra product and company pages 2026-07-22	Partial
Triggers & Channel CoverageThe agent runs feed forward rather than reactive, using real time rack power data as a leading indicator to act before heat registers in the fluid, operating continuously against live telemetry, Phaidra liquid cooling breakthrough announcement 2026-03-16	Full
Model Flexibility & RoutingThe system runs proprietary reinforcement learning with no customer facing model choice or routing, Phaidra product pages 2026-07-22	Unable to verify
APIs, SDKs & MCP ExtensibilityPhaidra states domain experts configure the AI control systems, meaning the agents, without writing code and define what they want their agents to do, giving a customer facing configuration surface, but no API, SDK, or MCP surface was documented, Phaidra engineering role description 2026-07-22	Partial
Testing, Debugging & OptimizationAgents are trained in simulation before deployment and the methodology underwent rigorous joint A/B testing in live production environments including an NVIDIA DGX SuperPOD cluster running LLM training workloads and CoreWeave GB200 NVL72 environments, with published before and after performance curves, Phaidra liquid cooling announcement 2026-03-16 and NVIDIA DSX blog 2025-11-03	Full
Browser & Computer UseThe agent acts on facility control equipment rather than through a browser or computer interface, and no computer use capability was documented, Phaidra product pages 2026-07-22	Unable to verify

The Agentic Index coverage score grades every vendor Full, Partial or Unable to verify against the same 14 buyer facing capabilities, from public evidence only. Each capability links to how all vendors in the index score on it. How this evidence is graded

Pricing

Contact sales

flat

What is public

Phaidra (phaidra.ai - reinforcement-learning AI control system / 'virtual plant operator' agents for mission-critical industrial facilities, primarily AI-factory & cooling (liquid cooling, chiller plants, power, workload management), also refineries/pharma/steel; plugs into existing BMS/SCADA via BACnet/OPC-UA, no new hardware) is enterprise/quote-based - no public price tiers.

Billing mechanics

B2B SaaS subscription (sales-led), no hardware purchase required; priced per facility/deployment (custom); typically positioned so energy savings (~10-30%) offset the subscription within months. No public figures.

Additional watchouts

Custom enterprise pricing only (no public tiers); value framed as energy-savings ROI; mission-critical deployment requires work + shadow-mode onboarding

Sales call required

Yes, required for paid access

Commercial notes

Seattle, founded 2019 (Jim Gao ex-Google DeepMind Energy, Veda Panneershelvam ex-AlphaGo, Katie Hoffman ex-Trane); ~$108.5M+ total raised across multiple rounds - incl. $25M Series A (2022) and $50M+ Series B (Collaborative Fund, Oct 2025) with Helena, Index Ventures, NVIDIA, Sony Innovation Fund + individuals Mustafa Suleyman & Mark Cuban; deployments incl. NVIDIA, CoreWeave, ST Telemedia, Khazna, Merck; competes with Honeywell/Johnson Controls/Siemens/Schneider AI-controls

Support SLA / resale

Supervisory software layer over BMS/SCADA; shadow-mode training then closed-loop control; newer products Phaidra Prism (LLM for ops) + Phaidra Factory (monitoring agents); NVIDIA Omniverse DSX partner

Agentic Index verified 2026-06-25

Official pricing page

Related vendors

Alternatives to Phaidra

The closest documented capability profiles to Phaidra among enterprise operations agents tracked by Agentic Index, ordered by similarity on the same 14 point evidence the rankings use. No vendor pays for placement.

Optimal Dynamics6.0 / 14A lighter documented profile than Phaidra
Imubit7.5 / 14Adds documented Observability & Auditability and Deployment & Data ResidencyPhaidra vs Imubit →
o9 Solutions6.5 / 14Adds documented Observability & Auditability
Blue Yonder8.0 / 14Adds documented Security, Identity & Governance and Observability & Auditability
Causa Prima8.0 / 14Adds documented Security, Identity & Governance and Observability & Auditability, among others
Resilinc9.0 / 14Adds documented Security, Identity & Governance and Observability & Auditability, among others

Similarity is computed from each vendor's Agentic Index coverage score evidence, axis by axis, not from the totals. How this evidence is graded

Compare Phaidra with other vendors →Compare all enterprise operations agents →See where Phaidra ranks →

Data confidence: high

Head to head

Phaidra vs Imubit