01
Tutor-grade
Citation-required, scope-locked per learner.
Agentic AI Solutions
Education & Learning Agents.
Education agents, learning-grade.
Tutoring, grading, enrolment advising, content authoring — domain agents for K-12, higher ed, and corporate L&D. Citation-required, scope-locked per learner, with eval suites and content authoring review.
+12×
Tutoring reach
+18pp
Grading consistency
+4.4×
Advising
100%
Citation
Trusted by enterprises
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Aaj Tak◆
Times of India◆
BJP◆
Beyond Reach Premiere League◆
Red Fm◆
Wellness Fuel◆
Junior Cricket Championship◆
ON Energy◆
ORYZO AI◆
Nursing Sarathi◆
Baatshala Ai◆
The Traffic People◆
Service overview
Engineering education & learning agents
Education AI agents for tutoring, grading, enrolment advising, and content authoring — K-12, higher ed, and corporate L&D. Citation-required, scope-locked per learner, with eval suites and content authoring review.
Not a chat widget — actual agents that tutors co-pilot with, students get help from, and admins use to scale without scaling headcount.
Practice signalsSenior-ledWeekly demosCode review on every PRProduction on-call
01
+12×
Tutoring reach
Top deployment
02
+18pp
Grading consistency
v. human grader
03
+4.4×
Advising
Peak season
04
100%
Citation
Above threshold
Business challenges we solve
What keeps teams shipping education & learning agents.
Tutoring centres that scale linearly with headcount
Grading inconsistent across graders
Enrolment advising bottlenecks during peak periods
Content authoring bottleneck
Hallucinations on regulated curricula
No learner-level scope = privacy gaps
Why choose this service
Three senior-led practice lines.
Outcome-anchored, owned by a practice lead with clear accountability, weekly demos, and the kind of code review culture you'd build internally if you had a year.
02
Grading assistant
Rubric-aware, eval-driven, escalation-on-edge.
03
Content authoring
Voice-tuned, rubric-aware, IP-clean.
Key features
What ships, by default in every engagement.
F·01
Tutoring agent
Socratic, scope-locked, citation-required.
F·02
Grading assistant
Rubric-aware, eval-driven, escalation-on-edge.
F·03
Advising
Enrolment, course-fit, scope-locked per cohort.
F·04
Content authoring
Voice-tuned, rubric-aware, IP-clean review.
F·05
Per-learner scope
Privacy by default, RBAC bridge.
F·06
Eval harness
Rubric + factuality suite, regression in CI.
Benefits & business outcomes
Numbers senior clients measure.
Tutoring reach
Top deployment
+12× learners
Outcome · 01
Grading consistency
v. human grader
+18pp
Outcome · 02
Advising throughput
Peak season
+4.4×
Outcome · 03
Development process
Senior squads. Tight loops. Code every day.
01
Week 1Use-case triage
Top 3 ROI use cases, feasibility, risk.
02
Week 2Agent design
Tool surface, prompts, scope, eval suite.
03
Week 3–8Build + shadow
Shadow tutor / grader, eval-driven.
04
OngoingOperate
Per-cohort ROI, eval suite, monthly tuning.
Technologies we use
The stack we ship in production.
Layer · 01
Models
ClaudeOpenAI
BedrockLayer · 02
Workflow
LangGraph
TemporalLayer · 03
Eval
Braintrust
Langfuse
Industries we serve
Verticals where we've shipped, not where we dabble.
V·01
K-12
Tutoring, content authoring
Signal+12× Tutoring reach
V·02
Higher ed
Advising, tutoring, grading
Signal+18pp Grading consistency
V·03
Corporate L&D
Onboarding, certification
Signal+4.4× Advising
V·04
Test prep
Adaptive tutoring, scoring
Signal100% Citation
V·05
Edtech
Product-embedded agents
Signal+12× Tutoring reach
V·06
Professional cert
Practice tests, recall
Signal+18pp Grading consistency
Why Abstriq
Built for teams who ship fast in production.
We're not a body shop or a freelance marketplace. We run a senior-heavy engineering org with clear practice leads, real code review, and real on-call coverage.
Signal
+12×
Tutoring reach
Signal
+18pp
Grading consistency
Signal
+4.4×
Advising
Signal
100%
Citation
Vertical AI, not just LLMs
We build agents that actually move numbers — wired into your systems, your data, your workflows.
Ship in weeks, not quarters
Small senior squads, tight feedback loops, code-merge every day, demo every week.
Industrial-grade rigor
From PLCs to SOC2 — production safety, observability, and resilience baked in.
One team across four worlds
Web, mobile, AI, and industrial under one roof — no vendor ping-pong.
FAQs
The questions we hear most.
If yours isn't here — ping us and we'll reply with specifics on your stack.
01Is this a tutor replacement?
Augments. Tutors + AI extend reach — agent handles the long tail, tutor handles the edge case.
02Per-learner privacy?
Scope-locked retrieval per learner, RBAC bridge, retention-aware, audit trail.
03Hallucinations on curricula?
Citation-required above confidence, eval-driven regression. Educators review generated content.
04Grading consistency?
Rubric-aware, eval-driven, escalation-on-edge. Median +18pp grading consistency vs human grader.
Related services
Other practices inside Agentic AI Solutions.
Free consultation
Ready to ship education & learning agents?
Tell us the problem — proposal in under 48 hours. NDA-friendly by default, senior-led, and we typically walk you through a proof-of-concept before the engagement closes.
Reply in 24hNDA-friendlySenior-ledProduction on-call