KLI - Krake labs India

🚀 Building AI Agents, Mobile Apps & Modern Software
🛠️ Flutter • AI • Automation • Product Engineering
💡 Sharing what we build, learn & break.

[KLI - Krake labs India @KLIKrakelab]

👋 Welcome to KrakeLabs.

No fake "10x AI guru" posts.
No recycled motivational quotes.
Just real building.

We'll share:
• AI agent experiments
• Product development
• Wins & failures
• Open-source tools
• Lessons from shipping software

Building in public starts today. 🚀

[KLI - Krake labs India @KLIKrakelab]

Internal workarounds are not “just ops.” They are product signals.

[KLI - Krake labs India @KLIKrakelab]

connect the APIs. Define the source of truth, owner, failure path, and customer-facing recovery.\n\nKLI helps teams turn fragile workflows into reliable product systems. Start with a fixed-scope Revenue Audit: integration creates the most invisible manual work in your business?

[KLI - Krake labs India @KLIKrakelab]

An integration is not a checkbox. It is a customer promise.\n\nThe moment two systems exchange data, you own more than an API call: data quality, retry behavior, exception handling, accountability, and the customer experience when it fails.\n\nThe expensive mistake: treating the

[KLI - Krake labs India @KLIKrakelab]

connector as “done” before deciding who resolves conflicts, what happens when records drift, and how quickly the customer gets an answer. That debt shows up later as support load, churn risk, and manual work disguised as operations.\n\nFounder move: map the handoff before you

[KLI - Krake labs India @KLIKrakelab]

Margin is a product decision.

Rework, fuzzy scope and slow decisions do not just delay delivery—they erase margin.

Founder move: price the outcome, define acceptance, and track every cost-of-change request.

Where does margin leak first: scope, rework, or approvals?

[KLI - Krake labs India @KLIKrakelab]

#ProductStrategy #SaaS

[KLI - Krake labs India @KLIKrakelab]

Retention starts at activation.\n\nA renewal conversation cannot repair a first session that never delivered a customer win. Define the first valuable outcome, own it, measure it—and remove its friction.\n\nWhat first customer win should your team measure this week?\n\n#Retention

[KLI - Krake labs India @KLIKrakelab]

KLI helps teams turn product, workflow and commercial evidence into offers people can buy. Find the leak:

What part of your offer is hardest for a buyer to justify internally?

[KLI - Krake labs India @KLIKrakelab]

Price is not a number. It is a decision about buyer, outcome, proof and the cost of delay.

Teams often debate discounts before they can explain the result a buyer is paying for. That turns pricing into a negotiation, compresses margin and attracts comparison shoppers.

[KLI - Krake labs India @KLIKrakelab]

Start with four questions:
• Who has the painful problem?
• What measurable outcome changes?
• What proof makes the promise credible?
• What does waiting cost them?

Then make the offer easier to compare against inaction—not against the cheapest alternative.

[KLI - Krake labs India @KLIKrakelab]

Feedback is not evidence.

Before funding a request, name the buyer, job, frequency and commercial consequence. That turns anecdotes into product decisions.

Which customer request is getting attention without enough evidence?

[KLI - Krake labs India @KLIKrakelab]

A deadline is not a decision. A date creates urgency—not customer outcome, trade-off, ownership or evidence. For every milestone, name all four. Otherwise you have activity, not control. Which deadline needs a decision before another meeting?

[KLI - Krake labs India @KLIKrakelab]

Which exception keeps landing back on a founder or senior operator?

[KLI - Krake labs India @KLIKrakelab]

Automation is not an exception plan.

The happy path is easy. Revenue leaks in duplicates, missing data, approvals and handoffs with no owner.

Before automating, name the exception, owner, resolution deadline and customer impact.

[KLI - Krake labs India @KLIKrakelab]

Job search is not a volume game.

Trending: MadsLorentzen/ai-job-search. Its useful idea is not autonomous spam

[KLI - Krake labs India @KLIKrakelab]

A backlog is not a task list. Every item competes for capital, customer attention and time.\n\nFund work only when it has a buyer, a bet and measurable return.\n\nWhich backlog item would you stop funding first?\n\n#ProductStrategy #SaaS

[KLI - Krake labs India @KLIKrakelab]

What decision in your business is still trapped across docs, tickets and spreadsheets?

[KLI - Krake labs India @KLIKrakelab]

Search before you RAG.

Today's GitHub Trending signal: xerj. It indexes code, docs, logs and PDFs so an AI agent can retrieve evidence instead of repeatedly shovelling raw context into a prompt.

[KLI - Krake labs India @KLIKrakelab]

Founder take: strong infrastructure, weak standalone business unless it is attached to a painful workflow. The commercial wedge is a decision layer for one team—revenue leakage, support triage, onboarding risk—not another generic RAG dashboard.

Repo: