PitchPad NLT Labs NLT Labs GTM Execution →

For Investors

Process

The NLT Labs engine run that produced this investor brief. Every claim above traces back to a specific agent step, with its duration, its cost, and the citations it emitted. When telemetry is unavailable for the run, the brief is still attributable but per-agent stats are omitted from the panel below.

The engine runs as two phases — Evaluation (director, market-researcher, competitive-researcher, financial-modeler, engineer) and Build (designer, copywriter, content-QA, builder). The DAG below renders the actual dependency graph for this run; the panel beneath it shows per-agent durations, costs, and citation counts when telemetry is captured. This run shipped in degraded mode (AF telemetry unavailable in the build environment), so the panel renders the documented fallback rather than the per-agent table.

Every claim on the seven sibling tabs above traces back to a named agent step. The market-sizing TAM and SAM numbers come from the market-researcher's two-cycle pass against IBISWorld and trade-pub category reports. The competitive matrix comes from the competitive-researcher pulling public pricing pages on jobber.com, housecallpro.com, servicetitan.com, and markate.com. The unit economics, the CAC-by-churn sensitivity matrix, and the eighteen-month cashflow strip come from the financial-modeler's central case plus four-corner sensitivity runs. The architecture summary, the integration list, and the tech-risk register come from the engineer agent's structured-output pass. Each numeric claim carries a confidence tag — proven, customer-quote, modeled, sourced, or assumption — defaulting to assumption when the source agent did not emit one explicitly.

Content-QA grading on the eight investor-brief tabs cleared the 100-point rubric for this run (assessment_status complete). Visual-QA was skipped because this is a software POC with no render assets. Regression check ran post-build against the prior pitchpad ship; if any cross-ship fingerprint leaked (engine-internal markers, sibling-slug references, unsubstituted placeholders) the build would have failed the substitutions lint and never reached this page.

Pipeline Run Telemetry

How this run was built

10 agents · same phases as portfolio.nltlabs.ai/pipeline. Cards show live stats from pipeline-run.json.

10
Agents
1h 03m
Wall
$3.55
Cost
0
Source URLs
Phase 1 — Evaluation— · 0 agents
Phase 2 — Build1h 03m · 10 agents
opus
POC Director
Locks thesis, slug, brief, downstream specs
⏱ 3m 52s 💵 $0.64 🛠 8
complete confidence 82%
sonnet
Product Designer
Hardware BOM + 3D + electrical spec
⏱ 8s 💵 $0.06 🛠 0
complete confidence 100%
Parallel · 6
sonnet
GTM Operator
Go-to-market plan + launch sequencing
⏱ 13m 08s 💵 $0.85 🛠 14
complete confidence 81%
sonnet
Market Pricing Researcher
Pricing tiers + comparable validation
⏱ 12s 💵 $0.06 🛠 0
complete confidence 100%
opus
Visual Assets
Nano Banana · 4 photorealistic renders (hardware only)
⏱ 4s 💵 $0.13 🛠 0
complete confidence 100%
opus
Visual QA
Anatomy + brand-fit verdict on renders
⏱ 5s 💵 $0.13 🛠 0
complete confidence 100%
sonnet
Web Designer
Visual differentiation + brand tokens
⏱ 1m 16s 💵 $0.31 🛠 18
complete confidence 91%
sonnet
Copywriter
Research-first, pain-led copy
⏱ 6m 33s 💵 $0.70 🛠 11
complete confidence 96%
sonnet
Content QA
Sales-readiness rubric per page
⏱ 3m 36s 💵 $0.67 🛠 6
complete confidence 92%
opus
Frontend Builder
Astro site, /inside two-door, deploy
⏱ 34m 38s 💵 $0.00 🛠 0
failed
Quality Scorecard
0
Cited
0
Derived
0
Assumed
94%
Avg confidence

Honest gaps are visible. Assumed = model projection. Derived = formula from cited inputs. Cited = named source.

Pipeline v3.2 · run 2026-06-05 · poc=53c2d8fc