AI-Native QA — 5 Providers, BYOK, Session Recording, Jira Auto-file

The AI QA Platform That
Doesn't Cost a Fortune

Record tests, capture APIs, file Jira bugs with session replay — powered by 5 AI providers with your own keys.

Mabl charges $199+/mo for AI features. FillControl lets you use your own keys at actual cost. 10× cheaper by design.

5 AI ProvidersBYOK — Zero MarkupFree Plan5-min Setup
Start Free — No CardWatch Demo
FillControl — e-commerce-project / Test Runs
Test CasesRunsAPIBugsSessionsAI
Test Runs24
🐛Bug Reports5
🔌API Tests31
🎬Sessions
🧠AI Tasks8
📚Knowledge Base
📊Analytics
AI PROVIDER (BYOK)
GPT-4oACTIVE
Claude 3.5$0.003
Gemini 2.5$0.001
Grok-2$0.002
This month: $8.14 — paid direct to OpenAI
Pass Rate
97%
+3% this week
Bugs Found
5
3 auto-filed Jira
API Coverage
91%
31 endpoints
AI Cost
$8.14
your keys, direct
TEST CASESTATUSTIMEAI PROVIDERSESSION
Login + 2FA flow — Chrome / FirefoxPASSED1.4sGPT-4o
Checkout — credit card + PayPalPASSED4.2sClaude 3.5
Dashboard cold load — empty stateFAILED9.3sGPT-4o
POST /api/orders — auth + validationPASSED0.3s
Date range picker — edge casesFLAKY3.1sGemini 2.5
GPT-4o analyzing "Dashboard cold load" — TypeError: user?.preferences is undefined at line 142. Generating Jira ticket draft...0.3s · $0.0004

Integrates with your entire stack

JiraGitHubSlackOpenAIAnthropicGeminiGrokPlaywrightPostgreSQLStripe
The old way is broken

QA tools weren't built
for how teams work today

The market hasn't changed in 10 years. Tools got pricier, AI got bolted on, and nothing actually got better.

🧩

Too many tools, zero context

Your test runner is in one tool, bug tracker in another, API tests in Postman, session replays somewhere else. No connection, no insights.

🤖

AI bolted on as an afterthought

Every testing tool now claims "AI-powered" — but it's one vendor's model, no customization, forced into your plan. Pay or lose AI.

💸

$500/month for what exactly?

Mabl starts at $499/mo. Endtest $175/mo. Ghost Inspector $125/mo. You're paying for features you don't use and AI you can't control.

🕳️

Bugs without context

A screenshot and a stack trace. No session replay, no network log, no API state. Your devs can't reproduce it, your backlog grows.

There's a better way.

260+ features across 6 modules

Every QA tool you need. Zero tab-switching.

Test automation, API testing, session recording, bug tracking, Jira sync, analytics — all in one context, sharing the same data.

GPT-4o · Claude · Gemini

Test Generation

Generate test cases from user stories, recordings, or Jira tasks with one click.

Unique
🔑

BYOK — 5 Providers

Bring Your Own Keys for OpenAI, Anthropic, Gemini, Grok, or Cloudflare. Zero markup.

Smart routing
🔀

Task-specific routing

Route different tasks to different models — cheapest for simple assertions, strongest for analysis.

Auto-fallback
🔄

Rate limit fallback

Hit GPT-4o rate limit? Auto-falls back to Claude or Gemini without breaking the run.

Regression
👁

Visual diff AI

AI analyzes screenshot diffs and explains what changed — not just pixel counts.

Code-gen
📜

Script generation

Generate Playwright/Selenium scripts from recorded sessions or plain English descriptions.

Showing 6 of 36+ features in this module. See full feature list →

Unique in the market

BYOK — Your AI. Your Rules. Your Cost.

3–10× cheaper than every competitor. By design.

1

Every other QA platform bakes AI into the plan and charges you a 3–10× markup. Mabl is $499/mo. Testim won't even show you costs.

2

FillControl lets you connect your own OpenAI, Anthropic, Gemini, Grok, or Cloudflare keys. You pay providers directly — we take nothing.

3

5 providers means you can route cheap tasks to Gemini Flash ($0.0003/call) and complex analysis to Claude 3.5. Full cost transparency per task.

4

Teams with existing AI contracts or volume discounts save thousands per month. BYOK is on every plan, including Free.

COST COMPARISON — AI FEATURES — MAY 2026
Mabl
$499/mo
AI baked in, proprietary, no choice
Ghost Inspector
$125/mo
No real AI features
Katalon
$84/mo
Limited AI, one provider
FillControl
Free / $29+
Your keys. OpenAI/Claude/Gemini/Grok. Paid direct.
YOU
What BYOK actually costs with FillControl:
Test generation (GPT-4o): ~$0.003/call
Bug analysis (Claude 3.5): ~$0.003/call
Fast assertions (Gemini 2.5): ~$0.0003/call
Typical team of 5: $8–25/mo total AI cost vs $499/mo on Mabl.
Zero blind spots

One Click Records Everything

Not just a video. Full DOM, network, console, all timestamped.

1

The Chrome extension injects into ANY website — it bypasses CSP restrictions that break other tools on complex SPAs or apps with strict security headers.

2

Every test run captures a full rrweb session replay. Not a video file — the actual DOM state at every frame. Inspect elements, copy text, see exactly what the user saw.

3

Network requests with full request/response bodies, console errors, DOM mutations, and screenshots are all auto-attached. Nothing manual.

4

When a bug slips through to prod, your dev has everything needed to reproduce it in one click — no "works on my machine" back-and-forth.

https://app.yourproduct.com/dashboard
● RECORDING
Session
Network
Console
DOM
AI Analysis
SESSION REPLAY — FAILED TEST RUN #231
0:00● 4:12 — TypeError7:08
TypeError: Cannot read properties of undefined (reading 'items')
at CartComponent.tsx:87:22 — renderLineItems()
NETWORK (14 requests)
● GET /api/cart → 500
● POST /api/auth → 200
+ 12 more...
CONSOLE (3 errors)
● items is undefined
▲ Prop type mismatch
+ 1 more...
APIs appear. No manual work.

APIs Appear. No Manual Work.

Record a test, get a complete API collection automatically.

1

While any test runs, FillControl captures every network request — URL, method, headers, body, response, timing. All automatically.

2

The captured traffic is turned into a ready-to-run API collection with auth pre-filled and assertions auto-generated from the real responses you saw.

3

No more manually building Postman collections or writing OpenAPI specs. The collection appears as a side effect of testing your UI.

4

API coverage reports show which endpoints your test suite hits and which are untested. Export to cURL for CI pipelines, or mock responses for isolated testing.

NETWORK INSPECTOR — AUTO-CAPTURED DURING TEST
DETECTED ENDPOINTS → AUTO-ADDED TO COLLECTION
POST/api/auth/login200143ms+saved
GET/api/users/profile20067ms+saved
POST/api/orders201312ms+saved
GET/api/cart5002.1s+saved
PATCH/api/orders/8821/status20088ms+saved
✓ Collection auto-built: "Checkout Flow — 5 endpoints"
Auth extracted · Assertions auto-generated from responses · cURL export ready · OpenAPI spec generated
Jira bugs write themselves

Jira Bugs Write Themselves

AI writes the ticket. Evidence auto-attached. One click.

1

When a test fails, hit "File to Jira". AI reads the session replay, network log, and console errors, then writes the title, steps to reproduce, actual vs expected, and severity.

2

Session replay, network log, console errors, and screenshots are all attached to the Jira ticket automatically. Devs have everything without asking.

3

FillControl also reads Jira in the other direction: get an AI briefing on any Jira task — linked issues, acceptance criteria, who else is working on it — before you write a test.

4

3 filing modes: Form (manual), AI Chat (describe the bug to AI), or History (re-file a previous test run). Works with any Jira project, any workflow.

Jira — ENG-2847created 2s ago by FillControl AI
[BUG] Cart page crashes on load — GET /api/cart returns 500, CartComponent.tsx:87 TypeError
Type: 🐛 Bug
Priority: 🔴 High
Assignee: 👤 auto-assigned
🤖 AI-GENERATED DESCRIPTION
Steps to reproduce:
1. Log in as any user
2. Navigate to /cart
3. Observe crash on page load
Expected: Cart page loads with items list
Actual: TypeError: Cannot read properties of undefined (reading 'items') at CartComponent.tsx:87
Root cause: GET /api/cart returns 500 — response.data.items is undefined, no null check in component
🎬 Session replay (7:08)
📡 Network log (14 reqs)
🖥 Console errors (3)
📸 Screenshot

By the numbers

260+
Features shipped
Test automation · API · Recording · Jira · KB · Analytics
5
AI providers supported
GPT-4o · Claude 3.5 · Gemini 2.5 · Grok-2 · Cloudflare
10×
Cheaper than Mabl on AI
BYOK = you pay providers directly, zero markup from us
5 min
To your first test
Wizard sets up project, login flow, AI provider, test account
0%
AI markup on BYOK
Every penny goes to the provider, not to us
How we compare

We checked every competitor.
Nobody does what we do.

Honest comparison. No cherry-picking. We included the features where others are strong too.

FEATURE
FillControl
Free / $29+
US
Ghost Inspector
$125/mo
Mabl
$499/mo
Katalon
$84/mo
LambdaTest
$15/mo
Testim
$450/mo
Session recording (rrweb full DOM)
BYOK — Bring Your Own AI Keys
5 AI providers (GPT-4o, Claude, Gemini, Grok)
API capture from real traffic
Jira with session replay attachment
Knowledge Base for AI context
Visual regression with AI analysis
Self-healing tests
AI writes Jira bug (title + steps)
Chrome extension (bypasses CSP)
Flakiness detection + analytics
Free plan (no credit card)
Pricing (entry)Free / $29$125$499$84$15$450
Setup time5 min1–2 hr1–3 hr2–4 hr30 min1–2 hr
Full support
Partial / limited
Not available

Competitor data based on public docs and plans — May 2026

FillControl checks every box above. Others check a few.
Free plan, no credit card. Be up and running in 5 minutes.
Start Free Now →
What teams say

Loved by QA teams
who've tried the rest

We replaced 4 separate tools with Fill Control. Our QA workflow is now half the overhead and twice as effective. The BYOK feature alone saves us $400/month.

DK
Dmytro K.
Lead QA Engineer · FinTech startup, Kyiv

The session recording combined with AI analysis is a game changer. My devs used to spend hours reproducing bugs. Now they get a replay, a root cause, and a suggested fix in 30 seconds.

SM
Sarah M.
Head of QA · SaaS company, Berlin

Finally a QA tool that doesn't try to sell me a specific AI. I use Claude for test generation, GPT-4o for analysis, and Gemini for docs. Same platform, my keys, my choice.

AT
Alex T.
Senior Engineer · Agency, Warsaw

Fill Control is the only QA tool I've seen that truly integrates bug reporting with test evidence. Screenshots, session replays, network logs — all auto-attached. Jira tickets write themselves.

OP
Olena P.
QA Manager · E-commerce, Amsterdam
Simple, honest pricing

Start free. Scale as you grow.

No hidden fees. Cancel anytime. BYOK is available on every plan — including Free.

MonthlyAnnual−20%
Free
$0

For solo devs and QA engineers who want to try it all

Start Free
  • 1 project
  • 100 test runs / month
  • BYOK AI — 5 providers, unlimited
  • Session recording (last 30)
  • Bug reports with AI (5/day)
  • API testing (20 endpoints)
  • Jira integration (read)
  • Community support
Most Popular
Starter
$29/mo

For small teams shipping fast and needing full QA coverage

Start 14-day Trial
  • 5 projects
  • 2,000 test runs / month
  • BYOK AI — unlimited + cost tracking
  • Session recording — unlimited
  • Bug reports — unlimited + AI filing
  • Full API testing suite
  • Jira integration — full (read + write)
  • Knowledge Base (AI-powered)
  • Slack notifications
  • Email support
Best Value
Pro
$79/mo

For teams who need scale, parallel execution, and analytics

Start 14-day Trial
  • Unlimited projects
  • Unlimited test runs
  • BYOK AI — per-task routing + analytics
  • Parallel execution (10×)
  • Advanced analytics + flakiness detection
  • Visual regression with AI diff
  • Custom roles & permissions
  • All CI/CD integrations
  • Export: PDF, CSV, JSON
  • Priority support
Business
$199/mo

For enterprise QA teams, agencies, and strict security needs

Contact Sales
  • Everything in Pro
  • Unlimited team members
  • SSO / SAML
  • Audit logs
  • Custom AI provider SLAs
  • Dedicated Slack channel
  • On-premise / self-host option
  • Custom integrations
  • Enterprise invoicing
  • SLA guarantees
BYOK = zero AI markup on every plan including Free.Connect your own OpenAI, Anthropic, Gemini, or Grok keys. Pay the provider directly. Typical team of 5: $8–25/mo in AI costs vs $499/mo on Mabl.
Free forever. No credit card.

Stop paying for broken QA tools.
Start in 5 minutes.

Free plan forever. Works on your staging, production, or localhost. No devops required.

Connect your AI keys in 30 seconds. Record your first test in 3 minutes. File your first Jira bug automatically in 5.

No credit card requiredFree plan foreverYour AI keys = your costCancel anytimeWorks on localhost