01000001 01010000 01001001QWEN-3.8-MAXDEDICATEDQWEN-3.7-PLUS01001110 01000110 01011001QWEN-3.8-27BFRONTIERDEEPSEEK-V4-FLASHGLM-5.2NO-FOREX-MARKUP01000001 01010000 01001001QWEN-3.8-MAXDEDICATEDQWEN-3.7-PLUS01001110 01000110 01011001QWEN-3.8-27BFRONTIERDEEPSEEK-V4-FLASHGLM-5.2NO-FOREX-MARKUP
DOC. APF-009·JOB ENDPOINTS·COMING SOON

Buy the finished job,
not the tokens.

152 endpoints that do one thing each and are checked by code, not by a model — invoices parsed, statements reconciled, GSTINs validated, documents summarised. A flat rupee price per document, and if the checker says the output is wrong, you are refunded automatically instead of billed.

None of it is open yet. The whole catalogue is published below, greyed out, with indicative prices — so you can tell today whether the one you need is on the list.

▸ Join the waitlistWhat is a job endpoint?What is live today
§ 01 — WHAT A JOB ENDPOINT IS
// Start here if the term means nothing to you

You send a document. Code checks the answer.

An ordinary AI API sells you tokens: you write a prompt, a model writes something back, and whether it is right is your problem. A job endpoint sells you the finished job instead. One HTTP call, one document in, one typed JSON answer out — and between the model and you sits a checker written in ordinary code.

[01] SEND
One document, one call
POST the invoice, the bank statement, the ID. No prompt to write, no schema to negotiate, no model to choose.
[02] RUN
A small model does the work
These jobs are structured and repetitive. They do not need a frontier model, and paying frontier prices for them is the waste this fixes.
[03] CHECK
Code checks it, not a model
A GSTIN checksum either passes or it does not. A statement either reconciles to the paisa or it does not. Those are decidable in code, so code decides them — no second model marking the first one's homework.
[04] PAY
Flat rupees, refunded if wrong
A fixed price per document rather than per token, so the bill is knowable in advance. If the checker fails the output, you are refunded automatically instead of billed for a wrong answer.
The short version: if the answer is checkable, it should be checked — and once it is checked, you are buying an outcome rather than renting a model. That is the whole idea, and it is why the price is per document.
§ 02 — STILL BEING BUILT
// In the workshop

The checkers are the hard part.

A job endpoint is only worth buying if the checker is real. Ours are not finished — the pipeline still runs on stand-in engines — and an endpoint that returns a signed “verified” for work it did not do is worse than no endpoint at all. So the catalogue is published and the till stays closed until the checkers are real.

Documents in · deterministic checks · a flat rupee price out — being built now
§ 03 — WHY NOT JUST PROMPT A BIG MODEL
// Checkable work should be checked

The same job. A fraction of the cost.

These are boring, structured, high-volume jobs — the kind a small worker model with a deterministic verifier does at the same effectiveness as a frontier model, because the answer is checkable, not creative.

Routine jobClaude Opus 5GPT-5.6 Solapinfy (indicative)cheaper by
parse-invoice₹2.27₹2.51₹0.603.8×
bank-statement₹8.96₹9.68₹2.004.5×
summarise-doc₹5.38₹5.73₹1.204.5×
extract-json₹1.76₹1.97₹0.404.4×
validate-ids₹0.36₹0.41₹0.057.2×
Frontier costs are fully-loaded rupees per job — typical token counts × each model's published rate × the same all-in forex and GST basis an Indian developer actually pays. The point is not only that it is cheaper. It is that a verified job needs no frontier model at all — the answer is checkable, so it gets checked. Every figure in this table is indicative and re-ratified before these endpoints open.
§ 04 — THE CATALOGUE
// 152 endpoints · none of them open

Everything we are building. Nothing you can buy today.

The full list, published as it stands rather than a curated handful. Every endpoint below is coming soon and every price is indicative: what we intend to charge, not a rate anyone has been billed. Tell us on the waitlist which of these you need and it moves up the order.

// Documents · 11 · coming soon
parse-doc
Coming soon
PDF or image in. Clean structured text + layout JSON out. Page counts must match or it fails.
Indicative price · checked by v_parse_doc
table-extract
Coming soon
Tables out of PDFs and scans. Consistent columns, parseable numbers, or you don't pay.
Indicative price · checked by v_table
doc-classify
Coming soon
Sort documents into your labels. Every output label is one you declared — nothing invented.
Indicative price · checked by v_enum
doc-extract
Coming soon
Your JSON schema on any document. Required fields present and typed, or it fails at verified.
Indicative price · checked by v_schema_extract
invoice-gst
Coming soon
Invoice in. GST-valid JSON out. GSTIN check digit, state code, and the arithmetic all reconcile.
Indicative price · checked by v_invoice_gst
receipt-scan
Coming soon
Receipts to itemised JSON. Line items sum to the total or you don't pay.
Indicative price · checked by v_receipt
bank-statement
Coming soon
Statement PDF in. Reconciled transaction JSON out. The maths must balance or you don't pay.
Indicative price · checked by v_bank_statement
kyc-extract
Coming soon
PAN, Aadhaar, DOB from KYC docs. PAN regex + Aadhaar Verhoeff checked before you get it.
Indicative price · checked by v_kyc
mask-aadhaar
Coming soon
Redact Aadhaar numbers from documents. Closed-loop checked: zero valid Aadhaar numbers survive.
Indicative price · checked by v_mask_aadhaar
pii-redact
Coming soon
Strip Aadhaar, PAN, phone, email from documents. Zero survivors, checked by code.
Indicative price · checked by v_pii_redact
resume-parse
Coming soon
Resumes to structured candidate JSON. Your schema, required fields enforced.
Indicative price · checked by v_schema_extract
// Text · 12 · coming soon
extract-json
Coming soon
Free text in. Schema-valid JSON out, one object per item. Count in equals count out.
Indicative price · checked by v_extract_json
classify
Coming soon
Batch text into your labels. Every label is from your enum; item counts match.
Indicative price · checked by v_enum
moderate
Coming soon
Flag unsafe text at scale. Draft dial is free-tier; labels always from the declared enum.
Indicative price · checked by v_enum
sentiment
Coming soon
Sentiment labels for reviews and chats. Bounded enum, counts preserved.
Indicative price · checked by v_enum
ner-extract
Coming soon
Entities with byte-accurate spans. Every span exists in the source; labels are in-enum.
Indicative price · checked by v_ner
summarize
Coming soon
Long text to tight summaries under your length cap, in the language you asked for.
Indicative price · checked by v_summary
translate
Coming soon
22-language Indic translation. Correct target script, your glossary preserved verbatim.
Indicative price · checked by v_translate
transliterate
Coming soon
Roman to Indic script and back. Output script purity checked to 98%.
Indicative price · checked by v_translit
rewrite
Coming soon
Grammar and tone cleanup that stays in-language and within your length bounds.
Indicative price · checked by v_length_lang
catalog-writer
Coming soon
Product listings in Indic languages. Length-bounded, no banned claims, in-language.
Indicative price · checked by v_catalog_copy
embed
Coming soon
Text embeddings with a fixed dimension. Deterministic: same input, same vector.
Indicative price · checked by v_embed
rerank
Coming soon
Rerank candidates by relevance. Finite scores, full permutation, sorted descending.
Indicative price · checked by v_rerank
// Voice · 8 · coming soon
transcribe
Coming soon
Audio to text with timestamps. Segment confidence floor, monotonic times within duration.
Indicative price · checked by v_transcribe
transcribe-codemix
Coming soon
Hinglish and Tanglish transcription tuned for code-switching. Timestamps stay honest.
Indicative price · checked by v_transcribe
diarize
Coming soon
Who spoke when. Non-overlapping segments per speaker, all within duration.
Indicative price · checked by v_diarize
audio-summarize
Coming soon
Audio straight to meeting notes. Length-capped, in-language, grounded in what was said.
Indicative price · checked by v_summary
voice-translate
Coming soon
Speech in one language, translated text out. Target script verified, glossary kept.
Indicative price · checked by v_translate
speak
Coming soon
Text to natural Indic speech. Audio decodes, duration sane for the text, ASR round-trip checks it.
Indicative price · checked by v_speak
speak-clone
Coming soon
TTS in a reference speaker's voice. Ships behind a waitlist while the engine is provisioned.
Indicative price · checked by v_speak
call-audit
Coming soon
QA sales and support calls. Every flag carries a verbatim quote with timestamps into the audio.
Indicative price · checked by v_call_audit
// Video & Media · 6 · coming soon
video-transcribe
Coming soon
Video to timestamped transcript. Times monotonic and within the clip duration.
Indicative price · checked by v_transcribe
video-caption
Coming soon
SRT captions, including translated. Sequential indices, monotonic cues, none over 7s or 2 lines.
Indicative price · checked by v_srt
video-summarize
Coming soon
Video down to a grounded, length-capped summary in the language you request.
Indicative price · checked by v_summary
video-moderate
Coming soon
Frame-sampled safety moderation. Labels stay inside your declared enum.
Indicative price · checked by v_enum
image-generate
Coming soon
Text-to-image at the resolution you ask for. Ships behind a waitlist until the engine is live.
Indicative price · checked by v_media_format
product-shot
Coming soon
Studio-grade product shots from a plain photo. Waitlisted while the engine is provisioned.
Indicative price · checked by v_media_format
// Reasoning · 6 · coming soon
chat
Coming soon
General chat priced per output token. Standard cap keeps it cheap and predictable.
Indicative price · checked by none
reason
Coming soon
Hard questions via a cost-aware cascade. Returns schema-valid JSON when you ask for it.
Indicative price · checked by v_json_if_schema
code-generate
Coming soon
Generate code that parses. Supply tests and the verified dial runs them in a sandbox.
Indicative price · checked by v_code
code-review
Coming soon
Automated review with findings that point at real file+line refs and enum severities.
Indicative price · checked by v_code_review
rag-answer
Coming soon
Bring your own docs, get cited answers. Every citation is a verbatim quote from your context.
Indicative price · checked by v_citation
grounded-answer
Coming soon
Answers grounded in a verified Indian corpus, each backed by byte-exact quotes.
Indicative price · checked by v_byte_quote
// Vision · 14 · coming soon
detect-objects
Coming soon
Image in. Bounding boxes + labels + confidence out, as JSON that always parses.
Indicative price · checked by v_detections
segment-image
Coming soon
Pixel-precise masks for every object. Promptable (click/box/text) via SAM-class.
Indicative price · checked by v_mask_geometry
remove-bg
Coming soon
Clean cutout, transparent PNG. Alpha channel present and non-trivial or you don't pay.
Indicative price · checked by v_alpha_cutout
image-caption
Coming soon
Alt-text and dense captions for any image, in English or Indian languages.
Indicative price · checked by v_length_lang
image-vqa
Coming soon
Ask a question about an image, get a grounded answer. Powers doc-image and product-image Q&A.
Indicative price · checked by v_json_if_schema
ocr-scene
Coming soon
Read text off photos — signboards, labels, handwriting — incl. Indic scripts. Not just clean scans.
Indicative price · checked by v_ocr_text
doc-layout
Coming soon
Every block on a page located + typed (title/para/table/figure/equation) with bounding boxes.
Indicative price · checked by v_layout
detect-faces
Coming soon
Locate faces + landmarks. Detection only — no identification, no recognition, privacy-safe by design.
Indicative price · checked by v_detections
blur-faces
Coming soon
Auto-blur every face in an image. Closed-loop: re-detect on the output must find zero faces.
Indicative price · checked by v_face_redact
pose-estimate
Coming soon
Human keypoint skeletons from image or video frame. Fitness, sports, AR, sign-language apps.
Indicative price · checked by v_keypoints
image-embed
Coming soon
Images → vectors for visual search, dedup, clustering. Shares space with text-embed for cross-modal.
Indicative price · checked by v_embed
product-tag
Coming soon
E-commerce photo → category, attributes, color, style tags. Meesho/ONDC catalog automation.
Indicative price · checked by v_enum
image-similarity
Coming soon
Two images → similarity score, or one image → nearest matches. Dedup, plagiarism, counterfeit checks.
Indicative price · checked by v_rerank
chart-extract
Coming soon
Chart or graph image → the underlying data table. The non-obvious one that saves hours.
Indicative price · checked by v_table
// Media · 12 · coming soon
image-to-3d
Coming soon
Product photo → GLB mesh in ~20s on one GPU. TRELLIS-class. Watertight or you don't pay (verified).
Indicative price · checked by v_mesh
text-to-video
Coming soon
Short clip from a prompt. Wan2.2-class. GPU-heavy — waitlist, priced for the eventual demand.
Indicative price · checked by v_media_format
text-to-3d
Coming soon
Text prompt → 3D GLB asset. Game props, AR objects, from a sentence.
Indicative price · checked by v_mesh
upscale-image
Coming soon
2x/4x super-resolution. Real-ESRGAN/SUPIR-class. Output dims == requested multiple or it fails.
Indicative price · checked by v_media_format
restore-photo
Coming soon
Old/damaged/blurry photo → restored. Denoise, deblur, scratch removal, face enhance.
Indicative price · checked by v_media_format
inpaint-image
Coming soon
Erase an object or fill a region seamlessly. LaMa/SD-inpaint-class.
Indicative price · checked by v_media_format
relight-image
Coming soon
Change lighting/background on a product shot while preserving the object. IC-Light-class.
Indicative price · checked by v_media_format
generate-image
Coming soon
Text → image. Qwen-Image / FLUX-klein / SDXL (Apache-clean only). Per accepted image, retries inside price.
Indicative price · checked by v_media_format
edit-image
Coming soon
Instruction-based edit ('make it night', 'add a hat'). Qwen-Image-Edit / instruct-pix2pix-class.
Indicative price · checked by v_media_format
vectorize-image
Coming soon
Raster logo/icon → clean vector SVG. The non-obvious designer tool. Valid SVG that renders or it fails.
Indicative price · checked by v_svg
video-transcribe-plus
Coming soon
Video → transcript + auto-chapters + thumbnail moments. YouTube/course creator tool.
Indicative price · checked by v_transcribe
interpolate-video
Coming soon
Smooth slow-mo / higher FPS from existing video. RIFE-class. Deferred-GPU, low priority.
Indicative price · checked by v_media_format
// Safety · 10 · coming soon
moderate-image
Coming soon
NSFW / explicit / violence / gore scoring for any image. App-store & advertiser safety.
Indicative price · checked by v_enum
moderate-video
Coming soon
Frame-sampled NSFW/violence scoring for video + timestamps of flagged segments.
Indicative price · checked by v_enum
toxicity-score
Coming soon
Toxicity / hate / harassment / threat scores for text. Detoxify-class. Chat & UGC safety.
Indicative price · checked by v_enum
guard-llm-io
Coming soon
Screen prompts and model outputs against a safety policy. Llama-Guard-class. For teams shipping chatbots.
Indicative price · checked by v_enum
detect-prompt-injection
Coming soon
Flag jailbreak / injection attempts in user input before it reaches your LLM. The AI-app firewall.
Indicative price · checked by v_enum
detect-ai-image
Coming soon
Is this image AI-generated? Reads SynthID/C2PA signals + forensic classifier. EU AI Act ready.
Indicative price · checked by v_enum
detect-ai-text
Coming soon
Probability that text is AI-written. Perplexity+classifier. Honest confidence, not a false binary.
Indicative price · checked by v_enum
detect-pii
Coming soon
Find (and optionally redact) PII in text — Aadhaar, PAN, phone, email, cards. Presidio + Indic patterns.
Indicative price · checked by v_pii_redact
detect-language
Coming soon
Identify language of text incl. all 22 Indian languages + code-mix ratio. fasttext-LID-class.
Indicative price · checked by v_enum
brand-safety-scan
Coming soon
Score text/image against configurable brand-risk categories for ad placement. Advertiser tool.
Indicative price · checked by v_enum
// Search · 9 · coming soon
embed-text
Coming soon
Text → vectors. BGE-M3 / Qwen3-Embedding. Multilingual incl. Indic. The RAG cornerstone.
Indicative price · checked by v_embed
rerank-text
Coming soon
Query + candidates → relevance-sorted. bge-reranker-v2-m3. The cheapest RAG precision win.
Indicative price · checked by v_rerank
chunk-document
Coming soon
Document → retrieval-ready chunks with overlap + metadata. The step everyone gets wrong.
Indicative price · checked by v_chunks
sparse-embed
Coming soon
Learned sparse vectors (SPLADE/BGE-M3-sparse) for hybrid search. Keyword precision, neural recall.
Indicative price · checked by v_embed
dedupe-text
Coming soon
Find near-duplicate / semantically-equivalent texts in a batch. Data-cleaning primitive.
Indicative price · checked by v_rerank
cluster-text
Coming soon
Batch of texts → semantic clusters + labels. Feedback/ticket/review triage.
Indicative price · checked by v_schema_extract
multilingual-embed
Coming soon
Same vector space across languages — query in Hindi, match English docs. Indic cross-lingual RAG.
Indicative price · checked by v_embed
grounded-answer-byo
Coming soon
Upload docs, ask questions, get cited answers. Every citation is a verbatim quote or it's dropped.
Indicative price · checked by v_citation
keyword-extract
Coming soon
Text → keywords, topics, entities for indexing/SEO. KeyBERT-class.
Indicative price · checked by v_ner
// Data · 11 · coming soon
extract-tables-web
Coming soon
URL or HTML → clean tabular JSON. Scraping without the brittle selectors.
Indicative price · checked by v_table
normalize-address
Coming soon
Messy address → structured fields + PIN validation. The India-specific one nobody offers well.
Indicative price · checked by v_address
validate-ids
Coming soon
Verhoeff/checksum validation for Aadhaar-format, PAN, GSTIN, IFSC, UPI VPA. Pure-code, instant, refundable.
Indicative price · checked by v_id_format
parse-resume-jd
Coming soon
Resume + job description → structured match score + gap analysis. HR-tech primitive.
Indicative price · checked by v_schema_extract
sql-generate
Coming soon
Natural-language question + schema → SQL. Validated: query parses against the schema or it fails.
Indicative price · checked by v_sql
classify-zero-shot
Coming soon
Text + your labels → classification, no training. Define categories at call time.
Indicative price · checked by v_enum
parse-email
Coming soon
Raw email → intent, entities, action items, structured fields. Inbox-automation primitive.
Indicative price · checked by v_schema_extract
spell-grammar
Coming soon
Correct spelling/grammar incl. Indian-English and Indic languages. Structured corrections list.
Indicative price · checked by v_length_lang
redact-document-full
Coming soon
Upload a doc → all PII/Aadhaar/PAN/faces redacted, closed-loop verified. Compliance in one call.
Indicative price · checked by v_pii_redact
synthesize-data
Coming soon
Schema in → realistic fake rows out (Indian names, addresses, IDs). Testing/dev without real PII.
Indicative price · checked by v_schema_extract
extract-entities-zeroshot
Coming soon
Pull any entity types you name. Every span is verbatim at its byte offset; labels are yours.
Indicative price · checked by v_entities_zeroshot
// Healthcare · 12 · coming soon
fhir-convert
Coming soon
Unstructured clinical documents → ABDM-compliant FHIR bundles. Validates against NRCeS profiles or you don't pay.
Indicative price · checked by v_fhir
nhcx-claim
Coming soon
Claim documents in → NHCX/HCX-format FHIR claim payload out. The paper-to-exchange bridge every legacy HIMS needs.
Indicative price · checked by v_hcx
parse-prescription
Coming soon
Handwritten or printed Rx → structured drugs, dosages, frequencies. Drug names matched to Indian formulary lists.
Indicative price · checked by v_rx
parse-lab-report
Coming soon
Lab PDFs → normalized analytes, values, units, reference ranges — with out-of-range flags computed by arithmetic, not AI.
Indicative price · checked by v_lab
discharge-structure
Coming soon
Discharge summaries → structured sections (diagnosis, course, meds, follow-up) ready for FHIR or registry upload.
Indicative price · checked by v_clinical_sections
icd-suggest
Coming soon
Clinical text → candidate ICD-10/11 codes with evidence quotes. Every code is table-valid; a human coder confirms.
Indicative price · checked by v_icd
medical-ner
Coming soon
Drugs, diseases, procedures, anatomy extracted from clinical text. OpenMed-class Apache-2.0 models, byte-anchored spans.
Indicative price · checked by v_ner
medical-transcribe
Coming soon
Doctor dictation and consultations → clinical transcripts. Built for Indian code-mixed speech (Tanglish/Hinglish).
Indicative price · checked by v_transcribe
drug-check
Coming soon
Medication list → known-interaction flags from a reference database, for professional review. Lookup, not advice.
Indicative price · checked by v_drug_db
mask-phi
Coming soon
Strip names, ABHA IDs, MRNs, contacts from clinical documents. Closed-loop: re-scan finds zero identifiers or refund.
Indicative price · checked by v_phi_redact
radiology-structure
Coming soon
Free-text radiology reports → structured findings/impression sections with anatomy tags. Documentation, not reads.
Indicative price · checked by v_clinical_sections
health-answer
Coming soon
Grounded answers on Indian health regulation — CEA, drugs rules, ABDM policy, IRDAI health — with byte-verified citations. For operators, not patients.
Indicative price · checked by v_byte_quote
// Legal · 6 · coming soon
contract-extract
Coming soon
Agreements → parties, dates, obligations, termination, liability clauses — every extraction byte-anchored to the page.
Indicative price · checked by v_citation
judgment-digest
Coming soon
Court judgments → holding, ratio, cited cases, statutes — with quotes that must exist verbatim in the text.
Indicative price · checked by v_citation
notice-reader
Coming soon
GST/IT/legal notices → plain-language summary, sections invoked, due dates, required actions. Deadlines parsed, not guessed.
Indicative price · checked by v_notice
stamp-duty
Coming soon
Instrument type + state + value → stamp duty and registration fees from official tables. Pure lookup + arithmetic. Refundable.
Indicative price · checked by v_stamp_table
cite-check
Coming soon
A draft's case and statute citations → format-validated and cross-checked against reference indexes. Fake cites flagged.
Indicative price · checked by v_cite_format
legal-answer
Coming soon
Grounded answers on Indian statutes and rules with byte-verified citations — the ANVAYA legal corpus as an endpoint.
Indicative price · checked by v_byte_quote
// BFSI · 6 · coming soon
cheque-parse
Coming soon
Cheque image → payee, amount (words+figures cross-checked), date, MICR — with the MICR line format-validated.
Indicative price · checked by v_cheque
bureau-report-parse
Coming soon
Bureau PDFs → structured accounts, DPDs, enquiries, score — totals reconciled against the report's own summary.
Indicative price · checked by v_bureau
loan-doc-extract
Coming soon
Sanction letters and loan agreements → rate, tenure, EMI, charges — EMI recomputed and matched to the paisa.
Indicative price · checked by v_emi
kfs-check
Coming soon
RBI Key Facts Statements → APR recomputed from the fee schedule and matched. Compliance arithmetic as a service.
Indicative price · checked by v_apr
mandate-parse
Coming soon
NACH/e-mandate forms → structured fields with IFSC and account-format validation.
Indicative price · checked by v_mandate
finance-answer
Coming soon
Grounded answers on RBI/SEBI/IRDAI rules with byte-verified citations. The compliance desk's first call.
Indicative price · checked by v_byte_quote
// Property · 4 · coming soon
rent-agreement
Coming soon
Rent/leave-license agreements → parties, term, rent, deposit, escalation — clauses byte-anchored.
Indicative price · checked by v_citation
sale-deed-parse
Coming soon
Sale deeds → parties, schedule of property, consideration, boundaries — with survey-number format checks.
Indicative price · checked by v_deed
ec-parse
Coming soon
EC PDFs (state formats) → transaction history as clean JSON, dates monotonic-checked.
Indicative price · checked by v_ec
property-answer
Coming soon
Grounded answers on RERA, registration, tenancy rules — the ANVAYA real-estate family as an endpoint.
Indicative price · checked by v_byte_quote
// HR · 4 · coming soon
payslip-parse
Coming soon
Payslips → earnings, deductions, net — and gross − deductions must equal net, or refund.
Indicative price · checked by v_payslip
form16-parse
Coming soon
Form 16 → structured salary, TDS, deductions — Part A/B totals cross-reconciled.
Indicative price · checked by v_form16
pf-challan-parse
Coming soon
EPF/ESI challans and ECRs → structured contributions with rate-arithmetic checks.
Indicative price · checked by v_challan
labour-answer
Coming soon
Grounded answers on Indian labour codes, PF/ESI, S&E rules — the ANVAYA hr_labour family as an endpoint.
Indicative price · checked by v_byte_quote
// Education · 4 · coming soon
marksheet-parse
Coming soon
Board/university marksheets → subjects, marks, totals — totals and percentages recomputed and matched.
Indicative price · checked by v_marksheet
mcq-generate
Coming soon
Chapter text → MCQs with answers and difficulty tags. Answer keys validated for single-correctness by structure.
Indicative price · checked by v_mcq
answer-eval
Coming soon
Scanned answers + rubric → per-criterion scores with quoted evidence. Rubric arithmetic checked; teacher confirms.
Indicative price · checked by v_rubric
syllabus-tag
Coming soon
Questions or content → mapped to board/university syllabus topics from supplied taxonomies.
Indicative price · checked by v_enum
// Agriculture · 3 · coming soon
crop-disease
Coming soon
Leaf/crop photo → disease candidates with confidence, from open plant-pathology models. Advisory text stays grounded.
Indicative price · checked by v_enum
soil-card-parse
Coming soon
Soil Health Cards → structured N-P-K, pH, micronutrients with unit and range validation.
Indicative price · checked by v_soil
agri-answer
Coming soon
Grounded answers on PM-Kisan, subsidies, mandi and agri regulation — cited from the verified corpus.
Indicative price · checked by v_byte_quote
// Compliance · 3 · coming soon
tender-parse
Coming soon
GeM/eProcurement tenders → eligibility, EMD, deadlines, BOQ — dates and amounts machine-parsed, never inferred.
Indicative price · checked by v_tender
udyam-parse
Coming soon
Udyam/MSME certificates → structured registration data with URN format validation.
Indicative price · checked by v_udyam
scheme-match
Coming soon
Business/person profile → matching central & state schemes with cited eligibility clauses from the verified corpus.
Indicative price · checked by v_byte_quote
// Numeric · 6 · coming soon
forecast
Coming soon
History in, forecast out with honest prediction intervals. Lower ≤ median ≤ upper, always.
Indicative price · checked by v_forecast
detect-anomaly
Coming soon
Flag the outliers in a series. Every flag carries an in-range index and a bounded score.
Indicative price · checked by v_anomaly
demand-forecast
Coming soon
SKU-level demand with covariates. Interval-checked forecasts you can put in a PO.
Indicative price · checked by v_forecast
predict-table
Coming soon
In-context tabular ML. A prediction for every row; class probabilities that sum to one.
Indicative price · checked by v_tabular
score-risk
Coming soon
Row-level risk scores with calibrated probabilities and a full output schema round-trip.
Indicative price · checked by v_tabular
impute-missing
Coming soon
Fill the gaps in a table. Output schema round-trips; every row comes back complete.
Indicative price · checked by v_tabular
// Perception · 5 · coming soon
estimate-depth
Coming soon
Monocular depth map at input resolution. Finite, non-negative, units declared.
Indicative price · checked by v_depth
segment-by-text
Coming soon
Point at a thing in words, get its mask. Dimensions match; regions parse.
Indicative price · checked by v_mask_geometry
track-objects
Coming soon
Follow objects across a clip. Masks stay in-frame; geometry parses every frame.
Indicative price · checked by v_mask_geometry
body-measure
Coming soon
Body keypoints and measurements from a photo. Keypoint count fixed; coords in-frame.
Indicative price · checked by v_keypoints
separate-audio
Coming soon
Split a mix into stems. Each stem decodes and matches the input duration.
Indicative price · checked by v_audio_stems
§ 05 — WAITLIST
// No date, and we are not going to invent one

Get told when it opens.

We will not publish a launch date we cannot hold. Leave an email and the one job you most need, and you hear from us when that endpoint is real — with a working checker behind it.

// Waitlist
Tell us which job you need first.

Job endpoints are not open yet and nothing on this page can be bought today. The list decides the order they ship in, so the second field is worth filling in.

While you wait, the rest is live.

Frontier APIs, your own models deployed, and GPUs by the hour — all in rupees.

▸ Frontier APIsDeploy a modelRent a GPU