Sanket Decodes

Building AI content and automation systems that actually ship. Sharing what works after the demo ends. No gurus, no hype.

[Sanket Decodes @SanketDecodes]

NPS is a vanity metric for indie SaaS <$50K MRR.

At n=50, NPS confidence interval is ±15 points. The dashboard number is statistical noise.

Use open-text feedback. 'Why us over X?' produces 10x the signal.

[Sanket Decodes @SanketDecodes]

The cost of switching projects vs sticking:

Project A at month 8: stalled, plateaued, 'maybe wasting time'
New project: exciting, fresh

New project will feel stalled at month 8 too. Compounding only happens past the dip. Most indies switch right before inflection.

[Sanket Decodes @SanketDecodes]

'Niche down' advice can be premature.

Before 5 customers, you don't know your real niche. Customers reveal the niche; the niche you imagined often isn't right.

First 5: stay broad. Customers 6-20: narrow based on who paid.

[Sanket Decodes @SanketDecodes]

The cost of switching projects vs sticking:

Project A at month 8: stalled, plateaued, 'maybe wasting time'
New project: exciting, fresh

New project will feel stalled at month 8 too. Compounding only happens past the dip. Most indies switch right before inflection.

[Sanket Decodes @SanketDecodes]

'Niche down' advice can be premature.

Before 5 customers, you don't know your real niche. Customers reveal the niche; the niche you imagined often isn't right.

First 5: stay broad. Customers 6-20: narrow based on who paid.

[Sanket Decodes @SanketDecodes]

AI workflow for outbound personalization at scale:

1. List 100 prospects with 3 signals each
2. Feed batch into Claude
3. Generate first sentence per prospect referencing 1 signal
4. Human-edit + send

Not 'spray template.' Genuine first lines, scaled.

[Sanket Decodes @SanketDecodes]

AI workflow for outbound personalization at scale:

1. List 100 prospects with 3 signals each
2. Feed batch into Claude
3. Generate first sentence per prospect referencing 1 signal
4. Human-edit + send

Not 'spray template.' Genuine first lines, scaled.

[Sanket Decodes @SanketDecodes]

NPS is a vanity metric for indie SaaS <$50K MRR.

At n=50, NPS confidence interval is ±15 points. The dashboard number is statistical noise.

Use open-text feedback. 'Why us over X?' produces 10x the signal.

[Sanket Decodes @SanketDecodes]

RICE adjusted for solo founders:

Reach × Impact × Confidence × (Energy / Effort)

Standard RICE divides by Effort. For solos, Energy matters as much. High-effort task you have energy for beats low-effort task you've avoided for 3 months.

[Sanket Decodes @SanketDecodes]

AI workflow for SEO content gap analysis:

1. List top 5 ranking competitors
2. Paste their sitemaps + yours into Claude
3. Ask: 'topics they rank for that I don't cover'
4. Filter to high-intent keywords
5. Build roadmap

Faster than Ahrefs for early-stage sites.

[Sanket Decodes @SanketDecodes]

The trap: comparing month 6 of your business to year 6 of someone else's.

Their audience took 6 years. Their pricing took 6 years. Your month 6 needs to be compared to their month 6.

Usually the same: confused, slow, undersized.

[Sanket Decodes @SanketDecodes]

'Just ship' is bad advice for first-time indies.

It assumes you know what to ship. Most first-timers don't.

Do 10 customer interviews first. Then ship. Speed without direction is just movement.

[Sanket Decodes @SanketDecodes]

AI workflow for testimonial mining:

1. Paste 50 reviews/messages into Claude
2. Ask: 'extract 5 most-mentioned benefits'
3. Ask: 'pull verbatim quotes proving each'
4. Get permission, publish

Your customers already wrote your best marketing copy.

[Sanket Decodes @SanketDecodes]

'Build in public' MRR posts skew benchmarks for indie SaaS.

The ones who post are doing well. Survivorship bias is severe.

RockingWeb 2025: 82% of micro-SaaS never reach $1K MRR. You're seeing the 18% successful tail.

[Sanket Decodes @SanketDecodes]

Customer interviews vs surveys:

Interviews: when you don't know the question. 5-10 conversations beats 500 surveys for product discovery.
Surveys: when you know the question, need scale.

Most early indies skip interviews and run useless surveys.

[Sanket Decodes @SanketDecodes]

AI workflow for competitive analysis:

1. Paste 5 competitor homepages into Claude
2. Ask: 'extract positioning, pricing, ICP signals'
3. Get a structured comparison
4. Ask: 'what's the gap?'

Faster than 2 days of manual research.

[Sanket Decodes @SanketDecodes]

Why founders romanticize past struggle:

The stress felt unsurvivable. Surviving makes it heroic in retrospect.

The danger: mistaking the struggle for the cause of success. Then reaching for harder problems to feel the same story again.

Struggle is rarely the moat.

[Sanket Decodes @SanketDecodes]

Hustle culture is bad advice for indies.

VC-backed founders sprint because cash runs out at month 24.
Indies need to last 5-10 years.

Sustained pace beats sprinting. The founder who burns out at month 14 didn't ship a product; they shipped a breakdown.

[Sanket Decodes @SanketDecodes]

AI workflow for landing page copy iteration:

1. Write the honest first draft
2. Claude prompt: 'critique as skeptical buyer in [persona]'
3. Note 3-5 specific objections
4. Rewrite to handle them
5. Repeat with another persona

More useful than A/B testing for early indies.

[Sanket Decodes @SanketDecodes]

The '5% monthly churn is the SaaS standard' framing is misleading for indies.

5% MoM = 46% annual cohort retention. Fine for VC-funded SaaS at $400 ACV. Fatal for indie SaaS at $20/mo.

Indie target: 2-3% MoM voluntary churn.