How to Evaluate an AI Infrastructure Integrator for Government
An AI infrastructure integrator should deliver a working, documented and supportable system—not a collection of individually valid boxes. The evaluation should test how the integrator turns a workload into compute, fabric, storage, power, cooling, security, supply-chain evidence, factory acceptance and site operations. The strongest answer is an artifact and a method: sizing worksheet, rack elevation, cable matrix, as-built BOM, test report and escalation map.
By Uniqcli Team · · 6 min read
Key takeaways
- Evaluate end-to-end responsibility and interface ownership, not catalog breadth.
- Ask for prior-work artifacts with sensitive details redacted.
- Make facility, network, storage, security and acquisition teams part of the review.
- Require configuration control and a substitution process before award.
- Test the integrated system under representative workload and failure conditions.
- Verify OEM, authorization, contract-vehicle and compliance claims independently.
On this page
Use the 15-point scorecard below for market research, proposal review or a red-team session. Require evidence for every high score.
How to use the scorecard
Weight each criterion 1–5 for the mission, then score integrators 0–5:
- 0: No answer or contradicts the requirement.
- 1: Marketing assertion without method or evidence.
- 2: Partial method; major dependencies remain with the customer.
- 3: Complete credible method and named deliverables.
- 4: Evidence from comparable work plus clear ownership.
- 5: Demonstrated method, artifacts, acceptance and continuous-improvement evidence.
Multiply weight by score and record the evidence link. Do not use the total alone; identify gates that must score at least 3, such as supply-chain evidence or facility engineering. Invite technical and acquisition reviewers to score independently, then reconcile the reasons.
Compare the proposed responsibility matrix with the statement of work. A persuasive presentation is not binding if the deliverables disappear from the contract line items.
Criteria 1–5: discovery and architecture
1. Workload discovery and sizing
The integrator should ask about model family/size, precision, training versus inference, context/concurrency, data shape, checkpoints, latency/throughput, availability and growth. It should provide a sizing model and propose a representative benchmark. A GPU count based only on budget is not engineering.
2. OEM-neutral option analysis
The integrator should compare supported OEM/platform forms and state where it has limitations. Ask for a dated equivalency matrix covering H200/B200/B300 where relevant, server/appliance/rack form, delivery, software, facility and support. Verify claimed OEM authorizations directly; catalog access is not proof.
3. Complete-system architecture
Require logical/physical diagrams for compute, network, storage, management, security zones and external dependencies. The architecture should identify scale-up and scale-out fabrics, oversubscription, storage tiers and control planes. Look for the complete rack boundary, not an isolated server diagram.
4. Facility engineering interface
The integrator should produce configuration-specific weight, rack, power, airflow/liquid and heat-rejection data and coordinate with qualified facility engineers. It should distinguish equipment data from stamped building design. Ask how it handles a 14.3 kW appliance versus a 142 kW rack-scale system and what gates stop an unready order.
5. Security and mission architecture
Ask how the design supports identity, management isolation, secure configuration, logging, vulnerability updates, model/data provenance, backup and disconnected operations. For sovereign or air-gapped AI, require dependency and transfer-path analysis. The integrator should identify agency-owned authorization decisions instead of promising “turnkey compliance.”
Criteria 6–10: integration and evidence
6. BOM and configuration management
Require a line-item BOM with exact part numbers, revisions, support, lead time, approved alternates and interface data. Ask when the baseline freezes, how changes are approved and how the as-built configuration is reconciled. “Equivalent components may be substituted” without review is a major risk.
7. Network and storage integration
The integrator should produce a port/cable/optic matrix, topology, firmware baseline and performance test. Storage must be sized from workload data and include recovery. Ask for an example of a bottleneck it found outside the GPU and how it measured the fix.
8. OEM integration, fabrication and staging
Evaluate actual facilities and processes: ESD controls, tools, rack loading, cable fabrication/labeling, liquid-cooling handling, asset tagging, secure staging and logistics. Ask what is performed in-house versus subcontracted and who warrants the integrated interfaces.
9. Supply-chain and acquisition evidence
Require supplier/OEM relationship evidence where material, exact contract-holder path when claimed, origin/representation records required by the solicitation, Section 889 process, counterfeit avoidance, chain of custody and serialized receiving. Independently verify vehicle and authorization claims.
10. Factory acceptance testing
A capable integrator has written methods for inspection, burn-in, GPU health, fabric collectives, storage path, power redundancy, telemetry, cooling and representative workload. Ask for redacted test reports showing versions, thresholds, duration, failures and remediation. A photo of powered racks is not a test report.
Criteria 11–15: deployment and lifecycle
11. Site readiness and installation
The integrator should use a readiness checklist, loading-path review, delivery/rigging plan, electrical/mechanical handoffs, network/storage prerequisites and change-freeze date. It should name responsibility for every interface and define what happens if the site is not ready.
12. Site acceptance and training
Require site tests for shipping damage, power/cooling, uplinks, identity/logging, security configuration, performance, failover and documentation. Training should cover operators, network/storage, facilities and support escalation—not only a product demo.
13. Support and failure ownership
Ask who owns first call across GPU, OEM server, switch, storage, CDU and software. Review response, on-site rules, spares, firmware escalation, restricted-site access and RMA/media handling. Use a scenario: a training job slows after a NIC firmware update; who diagnoses and coordinates remediation?
14. Lifecycle cost and roadmap
The proposal should separate hardware, facility enablement, software renewals, services, support, power/cooling and refresh. Ask for option-year pricing basis, expansion unit and compatibility roadmap. The integrator should identify technology-transition risk without pressuring the agency into an announced but unready platform.
15. Documentation and knowledge transfer
Require as-built BOM, rack elevation, power one-line, mechanical flow, cable/port map, firmware/software manifest, serial/assets, licenses, acceptance results, runbooks, recovery, maintenance and contacts. Define format, owner and update process. Documentation is part of the system.
Disqualifying answers
Investigate or disqualify, depending on the acquisition, when a source:
- Guarantees universal TAA/NDAA/FedRAMP/CMMC compliance without the exact clause, product and responsibility boundary.
- Claims OEM authorization, vehicle status or proprietary technology but will not provide verifiable evidence.
- Refuses to provide a line-item or as-built BOM.
- Quotes GPUs before asking about workload, network, storage, power or cooling.
- Treats a 100+ kW liquid-cooled rack as ordinary dock-delivered IT equipment.
- Allows unreviewed “same or better” substitutions.
- Tests only power-on or single-node health.
- Cannot name first-call ownership across vendors.
- Depends on internet licensing for a disconnected mission without a tested offline method.
- Provides no recovery, change-control or configuration record.
One weak answer may be correctable. A pattern of hidden boundaries is not.
Required proposal artifacts
Ask finalists for these redacted or requirement-specific artifacts:
- Workload discovery and sizing worksheet.
- Supported-platform/equivalency matrix.
- Logical and physical architecture.
- Rack elevation and weight schedule.
- Power and cooling assumption sheet.
- Line-item BOM with alternates/change process.
- Network port/optic/cable matrix.
- Storage data-path and capacity model.
- Supply-chain/acquisition evidence index.
- Factory and site acceptance plans.
- RACI for deployment and support.
- As-built documentation index.
Score the artifact, not the promise to create it later. For sensitive past performance, accept redaction while preserving structure, test depth and ownership.
Run a focused evaluation workshop
Use a 90-minute finalist session built around one realistic failure scenario. Give the integrator a workload, site envelope and draft BOM, then introduce a change: the proposed B300 server requires a different cooling interface, a critical optic is delayed, or a NIC substitution changes the supported driver. Ask the team to update architecture, evidence, schedule, acceptance and price impacts live.
This is not a trivia test. It reveals whether sales, engineering, supply chain, facilities and program management share one configuration-control method. Record open questions and require written follow-up with sources. A team that makes dependencies visible under pressure is more valuable than one that answers every question immediately but leaves no auditable trail.
Why consider Uniqcli
Uniqcli's published positioning combines in-house R&D and prototyping, OEM integration, electronics capability, AI/data infrastructure, rack integration and federal/DoD focus. That combination is relevant when a requirement needs engineering and staging beyond catalog fulfillment.
The evaluation should still use the same evidence standard. Ask Uniqcli for the proposed BOM, OEM/support path, rack/interface package, test plan, facility assumptions, supply-chain evidence and lifecycle responsibility. Do not rely on an unsupported statement that Uniqcli designed its own chips or holds a specific vehicle; those claims require separate documentary approval and live verification.
Request an integrator proposal scorecard review. Bring the requirement or competing proposal. The value is a transparent gap analysis and deployable plan, not a claim that one integrator is automatically best for every mission.
Evaluation note: Tailor weights and gates to the acquisition. Verify all partner, authorization, vehicle, certification and compliance claims with the issuing authority.