PDF Summarizer

Input

file

vaswani-attention-is-all-you-need.pdf (15 pages)

summary_length

executive

audience

non-specialist

include_key_findings

yes

Output (excerpt)

What this paper introduces: the Transformer, a sequence-to-sequence architecture that replaces recurrence with multi-head self-attention. Why it matters: training is faster (no sequential dependence), and the model reaches state-of-the-art translation quality with a fraction of the compute. Key findings: (1) self-attention alone is competitive with RNN/CNN encoders, (2) positional encodings preserve order without recurrence, (3) eight attention heads consistently outperform single-head. Practical takeaway: every major LLM since 2018 is a direct descendant of this architecture.

Input

file

agency-msa-redline-v3.pdf (24 pages)

summary_length

medium

audience

non-lawyer founder

extract

obligations, risks, payment terms

Output (excerpt)

Payment terms: Net-45, 1.5% monthly late fee, no early-payment discount. Bigger risk: client unilaterally extends to Net-60 in §7.4 for projects > $50k.

IP: 'Work product' assigned on full payment — until then you retain it (useful for late-payment leverage). However §9.2 grants client a perpetual licence to all 'pre-existing materials' you use, which is broader than typical.

Termination: Either party may exit on 30 days notice; client owes only billed-to-date if they terminate for convenience.

Biggest risk: §12 indemnification is uncapped and includes 'all third-party claims arising from deliverables'. Most agencies cap this at fees-paid-in-prior-12-months.

Input

file

state-of-content-marketing-2026.pdf (62 pages)

summary_length

short

audience

marketing exec

extract

key statistics, recommendations

Output (excerpt)

TL;DR: Content marketing ROI plateaued in 2025 as AI-generated content saturated SERPs. The 2026 playbook is structural quality, first-party data and distribution beyond Google.

Top stats: Average organic CTR for B2B blog posts down 28% YoY. Original-research posts earn 6.4× more backlinks than commentary. Newsletter-driven traffic now outperforms search for SaaS sign-ups in 41% of cohorts.

Recommendations: (1) Build a 'data moat' — survey, instrument, publish quarterly. (2) Shift 30% of blog budget to newsletter and community. (3) Audit every existing post for E-E-A-T signals (author byline, source citations, original data).