Features · the full catalogue

Every feature builds on the same promise — your brand, untouched.

One through-line runs through everything Drishti does: ingest · analyse · brand-lock · generate · verify · ship. The pipeline is the product. The modes are how you call it. The Vault is what it answers to.

Open the studio How the pipeline works

8-stage verification
14 modes · 18 aesthetics
Brand Vault with 4 locks
MCP + REST + GraphQL

The pipeline

Eight stages between an upload and a shipped frame.

Median 7 s · hard-cap 15 s

Every generation that leaves Drishti has been through all eight. Stages 3-5 are where the model writes pixels; stages 1-2 and 6-8 are where Drishti decides whether those pixels are allowed to ship.

01
Ingest
Presigned R2 upload, EXIF + GPS stripped, resized to 2048 px, hashed with pHash + SHA-256 so the same photo never bills twice.
02
Analyse
Gemini 3 Pro with googleSearch grounding reads the brand DNA — name, hex colors, exact label text, logo description, category — and cites its sources.
03
Matte
BiRefNet-HR (or ZIM, for glass and reflective surfaces) extracts a soft alpha matte. No binary masks — edges stay believable.
04
Composite
Path A is the default for text- and logo-heavy products: scene-only generation, original cutout pasted back, PCT-Net harmonisation, IC-Light V2 relight.
05
Generate
Path B is reserved for simple shapes: direct gen with declared image roles, anchor instruction repeated twice, hex + verbal color anchoring, always 2K.
06
Verify
Pixaris orchestrates DINOv2 + SAM-2 + PaddleOCR + ΔE-2000 + a Gemini judge. Score is a weighted blend, not a vibe. P50 verify is 7 seconds.
07
Decide
≥75 ships. 60-74 warns. 40-59 auto-retries. <40 falls back to composite or refunds the credit. OCR Levenshtein > 0.5 on text — never ships, ever.
08
Ship
C2PA + IPTC AI signature embedded, asset stored, library updated, fidelity card rendered. Thumbs-down feeds Mistake Memory — the verifier remembers your taste.

≥75 ships60-74 warn-ships<40 auto-refundFidelity = 0.30·DINO + 0.25·OCR + 0.20·ΔE + 0.15·judge + 0.10·IoU

14 modes

Not a prompt box. Studio recipes for the work your category actually ships.

One core engine · fourteen recipes

Each mode wraps the same verification pipeline with a different question — what does “hero shot” mean for apparel, for spice, for jewellery, for compliance? Drishti answers fourteen of them out of the box.

Tier 1 · core

Variant Generator

Color, size, finish SKUs from one hero — locked to the same light.

Try in studio

Tier 1 · core

Marketplace Export

27+ platform presets, pre-flight QC linter, C2PA metadata in one pass.

Try in studio

Tier 1 · core

Multi-Angle Set

Seven to nine angles from a single upload — the Flipkart requirement, solved.

Try in studio

Tier 1 · core

Ingredient Explosion

Layered hero showing every ingredient inside, with credible scale.

Try in studio

Tier 1 · core

Background at Volume

Hundred-photo batch background swap. Solves the 300-hour-a-year Etsy problem.

Try in studio

Tier 1 · core

Ad Creative Batch

Ten to fifteen Meta, Google, and TikTok variants weekly — captioned and sized.

Try in studio

Tier 2 · consistency

Brand-Lock Catalog

The Monday-versus-Thursday drift problem, fixed. 54% conversion impact.

Try in studio

Tier 2 · consistency

Color Match (ΔE)

Fidelity to real-world product color. 30% reduction in returns from photo mismatch.

Try in studio

Tier 2 · consistency

Fix-One-Thing

Masked edits, no credit charge under 20% of the canvas. The universal Canva-rage fix.

Try in studio

Tier 3 · upgrade

iPhone-to-Studio

Relight, color-correct, and retouch the DIY photo you already have.

Try in studio

Tier 3 · upgrade

Ghost Mannequin

Apparel hero shot — ₹1,200-4,000 per image traditionally, twelve seconds now.

Try in studio

Tier 3 · upgrade

Cleanup

Erase props, dust, glare, and stray hairs from real shots without re-shooting.

Try in studio

Tier 4 · category

On-Model Apparel

Myntra-mandatory on-model imagery with India-default model diversity.

Try in studio

Tier 4 · category

India-Compliance Overlay

MRP, FSSAI, BIS, origin block. Legal Metrology Rule 6(10A), already implemented.

Try in studio

Brand Vault

A vault, not a style guide. It says no when something drifts.

§L · DRISHTI_DESIGN.md

The Vault is the part of Drishti that disagrees with the model. Four locks set how much wandering you accept; a completeness score tells you the locks have something real to clamp to; mistake memory makes the verifier remember your taste.

Vault editor

Essence Nocturne

92 complete

Primary palette

#0d1b2a

#1b263b

#415a77

#778da9

#e0e1dd

Color

ΔE 20 OK → ΔE 2 enforced as the slider rises

Composition

Loose match → exact framing from refs

Typography

Rough family → verbatim, font preserved, OCR-gated

Shape

Reinterpret → 0.95 IoU silhouette, composite-primary forced

References · 4 of 5

anchor

style

prop

forbidden

3 active mistakes from the last 30 days

Bottle cap drift · label kerning · highlight blowout

A representative editor. Real one is interactive; this one is here so you can see the shape of the contract.

Four sliders, not four switches
Color, composition, typography, and shape each move 0-100. Each slider tunes the prompt language and the verifier threshold at the same time.
References with declared roles
Five upload slots, each tagged anchor / style / prop / forbidden, weighted 0.0-1.0. The forbidden role tells the model what your brand never does.
OCR that reads देवनागरी
PaddleOCR with a fine-tuned Devanagari head. Your Diwali pack reads correctly. So does your Tamil, Bengali, Gurmukhi, and Kannada label.
Mistake Memory, per-brand
Every thumbs-down is logged with a region polygon and a severity. Future generations carry the last five as a negative prefix until you mark them resolved.
Completeness score
Weighted from colors, typography, refs, voice, category research, and active mistake memory. Under 50 is red. Over 80 is green. The Vault Doctor wizard tells you what's missing.
Override is logged, not hidden
Three bypasses per seat per day, every one logged with a reason. If Approval Workflow is on, the bypass auto-flags the gen for_review.

Chaos 2.0

Random, and good. The quality gate makes the difference.

18 aesthetics · concurrency 4

Drishti’s chaos engine fans your hero out across eighteen vetted aesthetics — weighted to your category, bounded by your Brand Vault. Every concept is verified before it surfaces; anything below 70 fidelity is resampled in-flight, and the credit only burns on the ones that ship.

Cinematic Noir
#1a1614
Editorial Minimal
#e6e3dc
Vermeer Chiaroscuro
#3d2a18
Pichwai Whisper
#9a6a1d
Ghibli Warmth
#d49c66
Bauhaus Grid
#c93b2a
Art Deco Gold
#b08d3a
Cottagecore Pastoral
#a7b58d
Mughal Miniature
#234a8c
Warli Folk
#9a4327
Cyberpunk Neon
#2a0e3a
Dreamy Pastel
#e7c6cf
Vintage Kodak
#caa874
Surreal Dalí
#3a6480
Renaissance Still Life
#4a2e1c
Streetwear Brutalist
#4a4a4a
Maximalist Pop
#c93b8d
Documentary Natural
#7a705e

Quality gate

Every concept passes the §2.5 verifier. Coherence below 70 triggers a single in-flight resample; persistent failure auto-refunds the credit.

Category weighting

Beauty leans Pichwai and Dreamy Pastel. Tech leans Cyberpunk and Bauhaus. Jewellery leans Vermeer and Art Deco. You can override the dial.

Genealogy

Every chaos drop has a Chain — the seed prompt, the aesthetic, the references, the fidelity card. Promote one to production with a single button.

For developers

Drive generation from your editor.

MCP · REST · GraphQL

Drishti MCP

Claude Desktop, Claude Code, Cursor — point any MCP client at 13-204-237-151.nip.io/api/mcp and your IDE can generate, verify, and ship images on your behalf. Fourteen tools, four resource schemes, three prompt templates. OAuth or static key, your call.

Streamable HTTP transport with SSE for live generation progress
Session resumption with a 24h TTL — Claude can pause and resume
Same verifier as the studio — same fidelity floor, same refunds
Public REST + GraphQL endpoints for non-MCP workflows

Studio tier and above

Install — Claude Code

shell

claude mcp add drishti --transport http \
  https://13-204-237-151.nip.io/api/mcp \
  --header "Authorization: Bearer dr_live_..."

Call a tool — curl

bash

curl -X POST https://13-204-237-151.nip.io/api/mcp \
  -H "Authorization: Bearer dr_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "jsonrpc": "2.0",
    "method": "tools/call",
    "params": {
      "name": "generate_image",
      "arguments": {
        "brand_vault_id": "vault_essence_nocturne",
        "mode": "marketplace_export",
        "platforms": ["amazon_in", "flipkart", "myntra"]
      }
    },
    "id": 1
  }'

Full REST reference at /docs/api · official TypeScript SDK at npm i @drishti/sdk · mint a key at /settings/api-keys.

Webhooks

Stream workspace events to your own systems. Slack notifier, BI pipeline, Zapier proxy — we POST signed JSON to your endpoint with retry, and your in-house code can react.

Five events — generation.shipped / failed / refunded, brand.created / mistake.added
HMAC SHA-256 signature header with replay-attack tolerance
Five-attempt exponential backoff (1s → 81s) with per-attempt log
Self-serve subscription management + secret rotation

Configure subscriptions →

Subscribe — REST

bash

curl https://13-204-237-151.nip.io/api/webhooks \
  -H "Authorization: Bearer dr_live_..." \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://your-domain.example/drishti-webhook",
    "events": ["generation.shipped", "generation.refunded"]
  }'

Verify a payload — @drishti/sdk

typescript

import { verifyWebhookSignature } from "@drishti/sdk/webhooks";

app.post("/drishti-webhook", express.raw({ type: "application/json" }), (req, res) => {
  const ok = verifyWebhookSignature(
    req.body.toString(),
    req.header("X-Drishti-Signature") ?? "",
    process.env.DRISHTI_WEBHOOK_SECRET!,
  );
  if (!ok) return res.status(401).end();
  // handle event...
});

India-native, not India-tolerant

Built in Mumbai. Priced in rupees. Reads your देवनागरी label.

The other tools were built for a US D2C founder and bolted on a currency switcher. Drishti was built on the other side of the bolt.

INR-first billing
Razorpay subscriptions in rupees, GST on every invoice from rupee one, UPI mandate and netbanking accepted.
Devanagari OCR
PaddleOCR fine-tuned for Hindi labels. We also read Tamil, Bengali, Gurmukhi, Kannada, Telugu, Malayalam, Marathi, and Gujarati packaging.
Festival catalogues
Diwali, Holi, Onam, Pongal, Eid, Christmas, Raksha Bandhan, Karva Chauth — each locked to its regional palette and motif library.
Compliance overlay
MRP, FSSAI, BIS, country-of-origin block, allergens — Legal Metrology Rule 6(10A), already implemented and verified before ship.
Marketplace presets
Amazon.in, Flipkart, Myntra, Meesho, Ajio, Nykaa, Tata CLiQ, Snapdeal — pre-flight QC linters that catch the size and ratio mistakes before you upload.
ap-south-1, by default
All data, all generation, all backups in Mumbai. DPDP-ready data-fiduciary register. DPA on request for Studio+ workspaces.
Indigenous motifs, used quietly
Pichwai, Mughal miniature, Madhubani, Warli — available as whisper backgrounds at 5% opacity. Never as kitsch. Premium tiers only.
Hindi UI
Studio and dashboard fully translated, set in Noto Devanagari. English is the default; the toggle is in the workspace switcher.

Photography that respects what you ship.

Open the studio, drop one product image, and let the pipeline answer the rest.

Open the studio

See the tiers · pricing

Every feature builds on the same promise — your brand, untouched.

Ingest

Analyse

Matte

Composite

Generate

Verify

Decide

Ship

Variant Generator

Marketplace Export

Multi-Angle Set

Ingredient Explosion

Background at Volume

Ad Creative Batch

Brand-Lock Catalog

Color Match (ΔE)

Fix-One-Thing

iPhone-to-Studio

Ghost Mannequin

Cleanup

On-Model Apparel

India-Compliance Overlay

Four sliders, not four switches

References with declared roles

OCR that reads देवनागरी

Mistake Memory, per-brand

Completeness score

Override is logged, not hidden

Drishti MCP

Webhooks

INR-first billing

Devanagari OCR

Festival catalogues

Compliance overlay

Marketplace presets

ap-south-1, by default

Indigenous motifs, used quietly

Hindi UI

Photography that respects what you ship.