# Funnel Teardown — langchain.com
> An evidence-based read of langchain.com's live conversion funnel, captured 2026-07-10.
> Every claim is measured from the page; each detected tactic carries the exact
> on-page string it fired on. Deterministic extraction — no LLM opinion. Read this
> to understand WHY this funnel converts (or leaks) — the persuasion principles it
> uses and the ones it's missing. It is a report to learn from, not a template to clone.
**Funnel type:** saas
**Evidence Coverage Score:** 70/100 (Partial)
**Path captured:** Homepage / Lander → Pricing
## Scorecard — where the points come from
| Category | Earned |
|----------|-------:|
| Offer clarity | 8 / 8 |
| Action path | 17 / 20 |
| Trust & proof | 6 / 11 |
| Friction reduction | 10 / 10 |
| Value reinforcement | 0 / 10 |
| Risk reversal & urgency | 0 / 0 |
## What's working — tactics in play, with proof
Each is a persuasion mechanism the funnel actually deploys; the quoted string is the on-page evidence.
- **FAQ / objection handling** — An accordion / FAQ block answering objections.
_Proof:_ `p2: General Questions`
- **Free trial / freemium** — A free trial, free tier, or "no credit card" entry offer.
_Proof:_ `p2: $0 / seat`
- **Trusted-by logo wall** — Customer/company logos or a "trusted by / used by" claim.
_Proof:_ `home: powering`
- **Pricing tiers** — Named plan tiers with per-month / per-seat pricing.
_Proof:_ `p2: $0/seat, free, $39/seat`
- **Demo / docs entry** — A "book a demo" or documentation / API entry point.
_Proof:_ `home: Get a demo`, `p2: Get a demo`
- **Lead-capture form** — An on-page form collecting contact details (email / name / phone) outside a checkout.
_Proof:_ `home: EMAIL, submit`, `p2: EMAIL, submit`
## What's missing — gaps for a saas funnel
Conversion tactics that apply to this funnel type but weren't found — the openings a competitor could exploit:
- **Us-vs-them comparison** — not detected. A comparison table framing the brand against alternatives.
- **Proof above the fold** — not detected. Social proof rendered within the first viewport on at least one step.
- **Usage / adoption proof** — not detected. A count of developers / teams / companies / stars using the product.
## Proof language observed
The exact phrasing this funnel uses to build credibility — study the *mechanism* (specific numbers, named counts, guarantees), not the wording:
- _(none extracted)_
## Measured design signals (facts, not a style to copy)
- Palette, area-weighted from live CSS:
| Hex | Usage | Likely role |
|-----|------:|-------------|
| `#f2faff` | 64.5% | background |
| `#030710` | 20.5% | support |
| `#000000` | 14.1% | support |
| `#006ddd` | 0.5% | accent/brand |
| `#e5f4ff` | 0.5% | background |
| `#ffffff` | 0.1% | background |
| `#19222b` | 0.1% | support |
| `#7fc8ff` | 0% | accent/brand |
- Type: display `Twklausanne`, body `Twklausanne` · size scale (px): 14, 16, 18, 22, 24, 32, 48, 56, 64, 80 · radius (px): 6, 8, 16, 17, 32, 50
## Funnel facts
- Depth reached: 2 steps
- Proof points: 0 across 0 steps
- Free-gift line items (max on a step): 0
- Discount/anchor pricing: no · Countdown: no · Subscription: yes
- Price continuity lander→checkout: not detected
---
_Full machine data: `tokens.json`, and the JSON bundle at api.uxxray.com. The value here is the analysis of a real competitor's funnel — what it does, what it doesn't, and the evidence for each._