Jataka is a Backend Firewall and Developer Experience platform for Salesforce. It helps teams catch Governor Limit breaches before deployment, automatically heal UI tests when Salesforce releases break selectors, and predict the blast radius of code changes before they're made.

How does Jataka catch Governor Limit breaches?

Jataka uses Kamikaze Pods - isolated Sandbox environments that execute Apex code with Production-like data volumes. We parse Debug Logs and Sforce-Limit-Info headers to measure actual SOQL queries, DML statements, and CPU milliseconds. PRs are automatically blocked when thresholds are exceeded.

What testing frameworks does Jataka's Vision AI work with?

Jataka's Vision AI works with all major testing frameworks including Playwright, Selenium, and Cypress. It recognizes UI elements visually and automatically heals tests when Salesforce releases break selectors.

How does blast radius prediction work?

Jataka maintains a Knowledge dependency graph of your entire Salesforce org. Every Apex class, trigger, flow, and integration is mapped. Integration with Cursor IDE via MCP protocol lets developers ask 'What breaks if I change this?' and get answers before writing code.

The AutonomousEnterpriseIT Brain.

Eliminate the 12-day L1–L3 support trap. Investigate, patch, and mathematically prove software fixes in 60 seconds.

Request Shadow Mode Watch a 60-second proof

Three pillars.One autonomous brain.

01SPEED

From incident to patch in one Slack thread.

Jataka reads your alerts, traces the regression across services, and returns a signed AST patch — inside the conversation your engineers already live in. No context switch. No war rooms.

Median resolution: 60.4s
Zero-context onboarding
Reads production traces, code, logs

# incident-response

Slack

Priya M.9:41 AM

Checkout is throwing 500s for EU customers — orders stuck in 'PENDING_AUTH'. Anyone seeing this?

JatakaAPP

Diagnostic Trace Complete. Regression introduced in checkout-svc@a1f4c92. AST patch prepared — 3 files, 11 lines, zero blast radius. Proof attached.

AST PATCH · FIX/EU-AUTHverified

-if (region == "EU" && !user.token) return null;

+if (region == "EU" && !user.token) throw new AuthMissing(user.id);

60.4s

02AUDIT

Every fix, cryptographically sealed.

SHA-256 hashes of the trace, the patch, and the sandbox verdict are anchored to an S3 Object-Lock WORM ledger — signed inside a TEE. When your auditor asks, you show them the block.

WORM ledger · S3 Object Lock
TEE-attested signatures
SOC2 · HIPAA · ISO 27001 ready

JATAKA > WORM-LEDGER · SIGNING

$ jataka ledger sign --incident=INC-2841

> Reading diagnostic trace ................ ok

> Hashing AST diff (SHA-256) ............. ok

> Anchoring to S3 Object Lock ............ ok

> Attesting TEE nonce .................... ok

✓ WORM entry sealed.

------------------------------------------

block #00184271

ts 2026-01-14T10:42:31.084Z

hash 7f4b9a1c2e0d3f5a

8b6c1d2e9f4a7c30 51a2c3d4e5f60789 abcdef0123456789

sig gcp-tee · verified

------------------------------------------

03APPROVAL

You keep the humans on the loop that matter.

Define blast-radius tiers once. Jataka decides which fixes ship autonomously and which pause for your VP, your CISO, or your board. Governance is not a stop-sign — it is a router.

4 configurable approval tiers
Blast radius-aware routing
Full change-of-control lineage

Deployment Policies

ACTIVE

Human-in-the-loop tiers

Tier 1 · Auto-apply

One-line, no user-facing surface

Tier 2 · On-call review

Multi-file, non-critical path

Tier 3 · VP Approval

Regulated system · > 500 users blast radius

Tier 4 · Board notification

Financial reporting surface

Enforced across 14 clusters

12 days of triage,or 60 seconds of proof.

The enterprise IT bottleneck isn't writing code. It's the endless loop of investigation, reading logs, and guessing the blast radius. Jataka replaces the human escalation queue with a deterministic state machine.

The Old Way

12 Days

Ticket ping-pong · tribal knowledge · unverifiable fixes

The Jataka Way

60 Seconds

Investigate · patch · mathematically prove · human approve

12 days · human triage60 seconds · Jataka

17,280×

faster resolution vs. human triage

$4.1M

avg. yearly cost of L1–L3 escalations

100%

cryptographically-signed audit trail

Incumbents guess.We compile.

Standard AI relies on text-based Vector RAG. If an incident spans 5 architectural hops, they hallucinate. Jataka ingests the exact Abstract Syntax Tree (AST) of your Salesforce org — we don't predict the next word; we compute the exact structural logic.

Guess→Prove

webhooktimeoutretrySOQLgovernorcheckouttriggerflowGuestPIIdeployrollbacklogsmaybesimilarvector

Vector RAG · probabilistic

AST graph · deterministic

One incident.Full situational awareness.

Stop blindly approving code. Jataka isolates the noise and delivers the complete diagnostic payload in a single, unified control plane.

JATAKA · LIVE

● RESOLVED

01 · User Intent

#incident

priya.m: Checkout is throwing 500s for EU customers — orders stuck in PENDING_AUTH.

Sev-1 · EU checkout · PENDING_AUTH

02 · Graph Blast Radius

contained

03 · AST Patch

+7 / −4

- return null;

+ throw new AuthMissing();

+ retryIdempotent(o.id);

04 · DeltaBox Proof

passed 41/41

● REC 00:47

01 · User Intent

#incident

priya.m: Checkout is throwing 500s for EU customers — orders stuck in PENDING_AUTH.

Sev-1 · EU checkout · PENDING_AUTH

02 · Graph Blast Radius

contained

03 · AST Patch

+7 / −4

- return null;

+ throw new AuthMissing();

+ retryIdempotent(o.id);

04 · DeltaBox Proof

passed 41/41

● REC 00:47

What your CIO actually gets to brag about.

The Limit Firewall

Guard rate-limits, budgets, and model spend across every autonomous action. Jataka refuses to burn your Kubernetes quota to prove it can.

0 RUNAWAY LOOPS · 41 ORGS

Learn more →

Data Leak Prevention

PII, secrets, and IP never leave the TEE. Prompts, traces, and patches are redacted at ingress — with cryptographic proof for your DPO.

REGEX + ENTITY + LLM REDACTION

Learn more →

Surgical Org Merges

Merging two SaaS estates? Jataka reconciles IAM, tenant graphs, and codebase forks in hours — not the four-quarter M&A slog.

AVG. ESTATE MERGE: 11 DAYS

Learn more →

Tech Debt Cleanup

Runs continuously against your monorepo. Removes dead branches, refactors ghost services, retires unused feature flags — with signed diffs.

MEDIAN: 4,281 LOC / WEEK

Learn more →

Autonomy without consequences is a liability.

Jataka is built for CISOs who have to answer to auditors, boards, and regulators the morning after. Every layer is designed so the answer is: yes, here is the proof.

SOC 2 TYPE II

In progress. Available under NDA.

SOC 2 Type II attestation is underway. Full report will be available under NDA to enterprise customers, with continuous monitoring across CC1–CC9 for autonomous actions.

GCP CONFIDENTIAL SPACE

Model inference inside a TEE.

Your prompts, traces, and code never leave a hardware-attested Trusted Execution Environment. Even Jataka operators cannot see your data — mathematically.

S3 OBJECT LOCK (WORM)

Immutable ledger. Regulator-grade.

Every decision, patch, and approval is written once, never modified, and cryptographically chained. SEC 17a-4, FINRA 4511, and MiFID II retention out of the box.

Four things we believe with our whole chest.

The 12-day trap is not a bug. It is the operating system.

Every Fortune 500 IT org runs on the same broken loop: a ticket leads, waits, escalates, waits, escalates again. Twelve business days later, a human writes a fix that another human — three timezones away — will review and eventually ship. Jataka does not optimize this loop. It replaces it.

Autonomy is worthless without proof.

Any language model can write a patch. A regulator, an auditor, a board — none of them care. What they want is a cryptographic chain of custody from incident → diagnosis → patch → sandbox verdict → approval → deploy. Jataka is that chain. The intelligence is table stakes.

III

The humans that matter, on the loop that matters.

We do not remove humans. We remove the seven layers of humans that shouldn't be there — the L1 who copies logs, the L2 who reproduces the bug, the L3 who reads the runbook. Your VPs and your CISOs stay. On Tier 3 changes, they are the loop.

Software is a legal instrument now. Ship it like one.

When your autonomous agent pushes a patch to a system that touches PCI, HIPAA, or SEC 17a-4 data, the diff is a legal artifact. Sign it. Anchor it. Retain it. Jataka is the first engine designed from the WORM ledger outward — everything else is a demo.