Real Problems · Real Fixes

Find Your Problem.Fix It Same Day.

Every page below targets one specific production problem you might Google at 2am. Click the one that matches your fire, see exactly how QuickHire fixes it, then book the right expert in 10 minutes.

44 pagesPM in 10 min4hr / 8hr sessions

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AI & LLM

LLM Hallucinating in Production

Your LLM is giving wrong answers to real users. Prompts, RAG, guardrails fixed same session.

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AI & LLM

AI Feature Broken in Production

AI feature throwing errors, stuck in loops, or returning blanks. Diagnosed and fixed today.

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AI & LLM

AI System Being Jailbroken

Users jailbreaking the chatbot or finding prompt injection holes. Hardened this session.

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AI & LLM

EU AI Act Compliance Gap

Risk classification, conformity assessment, transparency docs compliance delivered before your deadline.

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AI & LLM

LLM Inference Too Slow

Users churning because the AI takes 8+ seconds. Latency cut by 80% in a single Starter session.

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AI & LLM

No MLOps Pipeline

Manual model deployments breaking. Automated CI/CD pipeline for model retraining built today.

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AI & LLM

Manual Workflow Wasting Hours

Manual processes eating team time. n8n / Zapier / Python automation live today.

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AI & LLM

AI Agent Stuck in Loop

LangChain / AutoGen / CrewAI agent debugging. Agent completing tasks correctly today.

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AI & LLM

MCP Server Not Connecting

AI agent can't call your MCP tools. Protocol debug, auth, tool schema fixed same session.

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AI & LLM

AI Disconnected from Enterprise

AI agents not reading from Salesforce, SAP, internal APIs. MCP connectors built and live.

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AI & LLM

No Clear AI Product Strategy

Team building features in wrong order. Roadmap + competitive analysis + investor narrative delivered.

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AI & LLM

Investor AI Demo Needed Fast

Pitch in 48 hours, AI demo broken or missing. PM + engineer sprint demo-ready today.

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AI & LLM

MCP Tool Calls Failing

AI agent calling wrong tools or getting wrong data. Tool schema, auth, response parsing fixed.

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AI & LLM

Need MCP Server Built

From-scratch MCP server with auth, tools, tests production-ready in 1-2 Full Day sessions.

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AI & LLM

No AI Architecture

AI built ad-hoc, can't scale. End-to-end architecture diagram + tech decisions delivered.

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AI & LLM

AI Breaks Under Load

Works for 100 users, breaks at 1,000. Scaling audit + architecture plan in 1 Full Day session.

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AI & LLM

Team Not Using AI Tools

Hands-on AI tool training team productive by end of day. Role-specific prompting workshops.

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AI & LLM

AI Training Needed Fast

Executive briefing or team workshop. Prompt engineering, AI policy, tool selection delivered today.

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Backend & API

Backend API Returning 500s

API down, revenue stopped. Root cause found in 1 hour, hotfix deployed same session.

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Backend & API

Database Migration Failed

Migration partially applied, users locked out. Safe rollback + fix + re-run zero data loss.

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Backend & API

Third-Party API Integration Broken

REST / SOAP / webhook integration broken. Auth, schema, response debugged this session.

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Backend & API

Salesforce / SAP Not Syncing

Enterprise system sync broken. Webhooks, ETL, mapping reliable data flow restored today.

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Backend & API

Launching with Zero Test Coverage

Critical path testing + bug report before you go live. Launch blockers found.

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Backend & API

Bug Slipped Through CI to Prod

Coverage audit + missing test added + regression prevention. Standard QA session.

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Frontend & UI

React App Crashing

Blank screen, hydration errors, state bugs. Root cause found and fix deployed in 4 hours.

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Frontend & UI

UI Bug Blocking Launch

Critical frontend bug blocking go-live. Diagnosed, fixed, and verified before your launch window.

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DevOps & Infra

Production Site Completely Down

P0 incident response. DevOps engineer joins your incident channel in 10 minutes. Postmortem delivered.

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DevOps & Infra

CI/CD Pipeline Broken

20 PRs blocked because the deploy pipeline is failing. GitHub Actions, Docker, K8s unblocked.

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DevOps & Infra

Office Network / VPN Down

Remote team locked out. VPN, DNS, firewall, WiFi diagnosed and fixed remotely in under 2 hours.

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DevOps & Infra

Critical IT System Down

Microsoft 365, Google Workspace, email, server outages. Business systems restored today.

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DevOps & Infra

Automation Workflow Broken

n8n, Zapier, Power Automate broke silently. Error handling + retry logic added.

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DevOps & Infra

Manual Processes Wasting Hours

Invoice processing, lead routing, weekly reports automated end-to-end this session.

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Security

Critical Vulnerability in Production

SQL injection, XSS, exposed API. Patched and retested this session. CVE report delivered.

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Security

SOC2 Audit Controls Failing

4 controls failing, audit in 3 weeks. Implementation + evidence collected, audit-ready in time.

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Mobile

Mobile App Crashing in Production

iOS or Android crash. Crash logs, root cause, fix, TestFlight build common in a single session.

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Mobile

App Store Rejected on Launch Day

Apple or Google rejection. Diagnosed in 30 min, fix submitted same day in almost every case.

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Design & UX

Figma Designs Not Ready

Missing screens or empty states before dev handoff. Figma-ready and annotated by end of session.

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Design & UX

Brand Identity Needed Fast

Investor pitch in 2 days, brand looks amateur. Logo + colours + typography + brand guide delivered.

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Design & UX

UX Causing Drop-Off

Checkout abandonment 68%. UX audit + top friction fixes + redesign recommendations Starter session.

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Design & UX

Onboarding Confusing Users

New users not activating. Journey mapping, copy review, redesigned flow typical Full Day session.

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Growth & Content

Paid Campaign Burning Budget

$10K/month with no conversions. Audience, creative, landing page audit diagnosed in 4 hours.

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Growth & Content

Organic Traffic Dropped 40%

After migration or Google update. Technical SEO audit + recovery plan delivered same session.

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Growth & Content

Content Deadline Today

SEO article, case study, launch copy domain-matched writer delivers deadline-safe.

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Growth & Content

No Content Strategy

Publishing but no organic traffic. Audit + editorial calendar + first articles delivered.

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Don't see your exact problem?

A PM scopes it in 10 minutes free, no commitment. Tell us what's broken and we'll match the right expert.

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Hiring Models

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Production bug or outage
Feature build or API integration
Code review or performance fix
AI implementation or DevOps task

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Enterprise AI, cloud, or security teams

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Notifications

Find Your Problem.Fix It Same Day.

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LLM Hallucinating in Production

AI Feature Broken in Production

AI System Being Jailbroken

EU AI Act Compliance Gap

LLM Inference Too Slow

No MLOps Pipeline

Manual Workflow Wasting Hours

AI Agent Stuck in Loop

MCP Server Not Connecting

AI Disconnected from Enterprise

No Clear AI Product Strategy

Investor AI Demo Needed Fast

MCP Tool Calls Failing

Need MCP Server Built

No AI Architecture

AI Breaks Under Load

Team Not Using AI Tools

AI Training Needed Fast

Backend API Returning 500s

Database Migration Failed

Third-Party API Integration Broken

Salesforce / SAP Not Syncing

Launching with Zero Test Coverage

Bug Slipped Through CI to Prod

React App Crashing

UI Bug Blocking Launch

Production Site Completely Down

CI/CD Pipeline Broken

Office Network / VPN Down

Critical IT System Down

Automation Workflow Broken

Manual Processes Wasting Hours

Critical Vulnerability in Production

SOC2 Audit Controls Failing

Mobile App Crashing in Production

App Store Rejected on Launch Day

Figma Designs Not Ready

Brand Identity Needed Fast

UX Causing Drop-Off

Onboarding Confusing Users

Paid Campaign Burning Budget

Organic Traffic Dropped 40%

Content Deadline Today

No Content Strategy

Don't see your exact problem?

One platform, two ways to hire

Need engineering execution now?

Building a long-term engineering team?