Independent AI strategy and engineering for modernizing complex operations.
A client’s best outcome is our only incentive.
Tell us your situation →Client stories
Real-world outcomes tied to topline, profitability, and valuation.
Year-over-year revenue growth with no net new hires. Cost base remained flat; growth converted entirely to margin.
Embedded AI into core processes, revamped legacy systems, and trained staff. Workflows compressed across the operation. Absorbed 21% revenue growth without adding headcount.
Mapped the operation, resolved dependencies, and charted the optimal modernization sequence. The roadmap became the centerpiece of the investor case to fund 3-5x production growth.
“Talbot West is the digital transformation partner that CGRS has been looking for. Not only do they have a thorough grasp on AI and its capabilities and limitations, but they understand our business and what we need. Their communication is clear, their delivery is precise, and they look out for our best interests.”
CEO, CGRS
One architect for the whole lifecycle
We recommend an architecture, tool, or configuration because it is your optimal path to the capability you need. No software to sell, no platform partnerships to protect, and no referral revenue behind the recommendation.
Deliver a slide deck, maybe hand off to a separate team for delivery, beholden to reseller agreements.
Biased to their own product, loyal to their own roadmap, unable to truly put the client first.
Constrained to an ecosystem or platform, unable to orchestrate org-wide transformation.
Capable builders within a domain of focus, unable to synthesize or strategize upstream of the build.
We execute the portions of a deployment that we're natively expert in. For everything else, we bring in our own partner bench, orchestrate internal resources, or collaborate with existing specialist vendors.
Ownership means accountability for the outcome, with execution by our engineers, your team, or partners.
We complement your internal resources, filling in expertise gaps and bandwidth constraints.
A preference for modularity and internal compounding over fragmentation and blandness.
“If you want a more integrated operation, you need a more integrated partner.”
Jacob AndraChief Executive Officer
Most enterprise AI fizzles in production. MIT research found that 95% of organizations saw no measurable return on enterprise GenAI spend. Where outcomes depend on variables that generalize, a commodity tool is often the right answer. But effectiveness in your core operation is governed by hundreds of local variables that off-the-shelf software cannot encode.
A configured AI harness encodes your operating logic, your data, and your standard of correct. Each configured workstream compounds into an asset you own; each bought tool adds a layer you rent. Keep the commodity model layer replaceable, and your operational asset survives every LLM update.
AI fails for preventable causes→Read how to identify and prevent failure modesSequencing change
We map dependencies and sequence projects. The optimal sequence for one company is usually very different from that of another, even if the two look similar from the outside.
Change any relevant parameter and the optimal order rearranges.
Read-only on purchase order history that is already clean.
Moves later if purchase order history is dirty; moves first if quoting commits to a date.
The ERP and MES disagree on core part definitions. One planner reconciles it by hand.
Two later initiatives need it fixed, and it will not get cheaper.
Images exist, but labels do not.
Moves later if labeling draws on the same engineers as the knowledge system.
Requires senior process engineers who are needed by the other three initiatives.
Starting early delays everything for the least visible result.
Explore our diagnostic methodology, FRAME, and our prioritization process, APEX.
Where are you starting from?
High-stakes resource allocation and sequencing under extreme uncertainty and complexity.
Constraint map
Every initiative, what blocks it, and what clearing it costs.
Sequencing order
The prioritized order of capital allocation based on your actual operating velocity.
Capability creation under complexity that a subscription can't address. Architect, engineer, build.
CUSTOM HARNESSES & MORE
AI outperforms anything on the market when configured to your variables.
CONNECTION & INTEGRATION
Un-silo "islands of intelligence" and get an architecture native to your firm.
Start with a working session
You don't need to have perfect data, absolute clarity, or a well-oiled machine. Start where you are and let's tackle it together.
Modernization dependencies →Includes a downloadable PDF.
Every inquiry is read by a principal, and you get a real reply.