- Decision
- Select the model access, tool execution, and evidence boundary for a defined agent class.
- Inputs
- Data classification, action risk, latency, quality gates, provider terms, operating cost, and support ownership.
- Options
- Managed enterprise service, customer gateway, private runtime, or a risk-tiered combination.
- Evidence required
- Evaluation results, control tests, cost model, failure analysis, operational readiness, and accountable approvals.
- Revisit trigger
- Provider change, new protected data, material capability expansion, control failure, or cost threshold.
Embedded principal AI architect
Senior AI architecture leadership across the portfolio—without waiting for a permanent hire.
Work directly with a principal architect who can connect business priorities, agent and model architecture, data, cloud, security, cost, and engineering execution into decisions your teams can implement.
Best fit
When teams are moving, but architecture authority is fragmented.
This engagement is fractional or interim in commercial structure. It is not positioned as inexpensive part-time staffing.
01
Engineers and vendors are active, but architectural decisions remain fragmented.
02
Several AI initiatives need one target architecture and review authority.
03
A CTO or Head of AI needs senior depth for a transition period.
04
The company needs an independent view of model-provider, cloud, framework, and platform choices.
05
The internal team needs coaching and architecture transfer rather than outsourced dependency.
Engagement structure
Start with a diagnostic. Earn the embedded mandate.
The architecture role has explicit authority, outputs, cadence, boundaries, and a transition plan. Hours and retainer pricing are not published before capacity and terms are agreed.
- 01Architecture Diagnostic
A fixed-scope review of current systems, constraints, decisions, dependencies, and material risks.
- 02Embedded Architecture Mandate
Generally three to six months, subject to capacity, decision authority, and an agreed working cadence.
- 03Implementation & Review
Guide internal teams and approved delivery resources through critical design and implementation decisions.
- 04Capability Transfer
Documentation, mentoring, hiring support, operating routines, and a deliberate handoff.
Responsibilities
Own the decisions that cross organizational boundaries.
The exact mandate is selected for the customer’s portfolio, not inferred from a generic executive title.
01
Architecture decision ownership and decision records
02
Weekly design, dependency, and risk reviews
03
Reference architecture and reusable patterns
04
Model, platform, framework, and vendor selection
05
Portfolio, capability, and implementation roadmap
06
Security, privacy, compliance, cost, and reliability trade-offs
07
Critical implementation, code, and design review
08
Executive steering updates and decision escalation
09
Coaching principal engineers and architecture leads
10
Hiring, capability transfer, and transition planning
Example decision artifact
Architecture decision record: model and runtime boundary
A representative structure for turning an ambiguous platform choice into a reviewable decision. This is a method example, not a customer case study.
Direct principal involvement
Baljit Singh, Founder & AI Architect
The public record supports work across language models, neuro-symbolic and memory-centric systems, multi-agent architecture, hardware-aware AI, and four granted U.S. patents as a named co-inventor. Customer-specific production claims are not inferred from that background.
Public technical recordPatent sources, OpenLanguageModel, publications, research directions, and stated LLM engineering limitations.Review the evidence
Architecture methodOwnership matrix, operating-model patterns, secure AI overlay, and example decision record published as methods—not customer outcomes.Inspect the ownership matrix
Availability boundaryEvery embedded mandate is contingent on principal capacity, explicit decision authority, and separately confirmed implementation support.Check fit and capacity
Boundaries
Architecture authority is useful only when the mandate is clear.
Not staff augmentation. The engagement is accountable for defined decisions and artifacts, not an open queue of engineering tasks.
Not an outsourced title. Authority, stakeholders, escalation paths, and acceptance are established before work begins.
Not every specialist role. The architect does not replace the customer’s CISO, privacy counsel, clinical owner, enterprise governance body, or every implementation lead.
Not tied to one provider. Recommendations use customer requirements and explicit criteria. Mankash’s commercial relationship to Zentash is disclosed whenever Zentash is evaluated.
Architecture diagnostic
Give active teams one senior architecture decision path.
We will first determine whether the mandate, authority, evidence, and current capacity make an embedded engagement useful.
Request an architecture diagnostic