private beta · for deal teams

Edit the plan before it runs.

Hand it a complex task. It proposes the agents, the models, the dependencies. You change anything that doesn't fit your house — then run it.

You set the budget cap · workspace-isolated · every run audit-trailed

↓ try it — this is the actual plan editor

proposed plan · 1 wave · 4 agents

editable

~$0.14
~$0.14
~$0.14
~$0.36

wave 1 · parallel

wave 2 · after wave 1

estimated total ~$0.78 of $1.00 cap

it gets better every time you use it

Most AI tools start from zero. This one remembers how you work.

Run a task you'll repeat, and it offers to save it as a skill. From then on, similar tasks start from your template — your agents, your models, your conventions. Your edits and feedback feed back in, so each run is sharper than the last.

first run

$0.65 · 3 edits before approval

Generic plan. You renamed two agents, swapped a model, tightened the budget. Output is fine but in the system's voice.

tenth run, same task type

$0.48 · 0 edits

Plan loads from your skill. Cheaper because the planner skips ground it's already covered. Output reads in your house style.

how it works

Stage 1

You write the prompt.

Screen Meridian Cold Chain for our IC. Read the CIM, run comps, flag risks, draft a one-pager.

clarifyskills · oncap · $1.00

Stage 2

It proposes a plan — you edited it above.

Rename agents, swap models, add steps, tighten budget. The plan that runs is the one you signed off on.

Stage 3

Independent agents run in parallel — dependent ones wait their turn.

researcher_financials

running…

→ read_pdf("meridian_cim.pdf", pages="12-28")

researcher_comps

done · $0.09

2 of 4 done · $0.18 of $1.00 cap

Stage 4

You get the finished deliverable.

Meridian Cold Chain — IC screening memo

.pdf.md

Thesis. Refrigerated last-mile logistics platform serving regional grocery and pharma. Three-year revenue CAGR of 22.7% to $84M, EBITDA margin expanding from 11.4% to 18.0% on route density.

Key risks. Customer concentration — top three accounts are 31% of revenue; one is on a month-to-month MSA. Ask multiple of 8.3x 2025E EBITDA prices in continued margin expansion that depends on the new Memphis hub clearing utilization above 72%.

+ comp set (4 firms), 8 questions for management, full source citations.

full run coming soon

Built by Matteo Craviotto — MS Financial Engineering @ USC email me.