Understand the need
We sit inside your engineering workflow to find where decisions, data, and repetitive toil actually block progress.
// Forward-deployed AI consulting
Practical AI where your teams actually work.
Plectro works alongside engineering-sector clients to understand operational needs, build practical AI solutions, integrate them into existing workflows, and support adoption. Every engagement is deployed to your context, not delivered as a deck.
Esc
Escape prompt hallucination
39/39
exact-output tests passing
0
cloud dependencies in loop
qwen3:8b
local model on developer laptop
Phase 0
working prototype, not a deck
// Catalog of Moves
Deployed to your context, not delivered as a presentation.
We operate in four distinct tactical moves, anchored directly in your daily operations rather than a generic roadmap.
Build something practical
We ship small, working AI solutions fast, letting them earn their place by measurable utility rather than proposal.
Integrate into workflows
Solutions connect to the developer tools your teams already run, so adoption means adding habits, not learning new ones.
Support adoption
We stay through rollout and beyond, tuning the system until it is fully trusted, accepted, and owned by your people.
// Proof of Method
The model translates intent. It never guesses the numbers.
A common failure of AI projects is the model improvising results. Our working prototype demonstrates the strict discipline we apply everywhere: a local model names the tool, deterministic sandboxed scripts produce the numbers, and an automated suite verifies exact output.
plectro — zsh — 80×24
$ plectro verify --suite accuracy --model qwen3:8b
resolving intent .................. ok
tool: sales_report region=emea quarter=q3
executing deterministic sandbox ...
✓ 39 passed, 0 failed // exact-output test suite
model computes .... never
tools own numbers .. always
39/39 Exact-Output Tests Passing
39 of 39 green
- 01. Local Laptop Execution
- Runs entirely on local hardware with qwen3:8b — zero data transmitted to third-party APIs.
- 02. Deterministic Arithmetic
- Sandboxed scripts handle calculation; the model only extracts variables and names approved tools.
- 03. Exact Reproducibility
- Tested against a rigorous 39-test accuracy suite asserting exact numerical parity across varied phrasing.
- 04. Zero Model Improvisation
- A tool must execute before any reply is formed. Unrecognized requests receive a definitive refusal.
// Contact
Tell us where AI is stalling your team.
If you have an operational need that a rigorous AI solution could serve, start the conversation by email. We respond where working, practical progress can be made.